Hugging Face's logo

Datasets:
VisionXLab
/
V-ICAL

Modalities:
Image
Formats:
imagefolder
Size:
10K - 100K
Libraries:
Datasets
License:
Dataset card Data Studio Files
xet
 Community
2

Add referenced preload action sequences

#2
by Mingqian-233 - opened
base: refs/heads/main
←
from: refs/pr/2
Discussion Files changed
+9629
-0
This view is limited to 50 files because it contains too many changes. See the raw diff here.
Files changed (50) hide show
  1. action_sequences/ALE_Alien-v5/Seq 1/sequence.json +39 -0
  2. action_sequences/ALE_Alien-v5/Seq 2/sequence.json +49 -0
  3. action_sequences/ALE_Alien-v5/Seq 3/sequence.json +45 -0
  4. action_sequences/ALE_Alien-v5/Seq 4/sequence.json +49 -0
  5. action_sequences/ALE_Assault-v5/Seq 1/sequence.json +22 -0
  6. action_sequences/ALE_Assault-v5/Seq 2/sequence.json +23 -0
  7. action_sequences/ALE_Assault-v5/Seq 3/sequence.json +30 -0
  8. action_sequences/ALE_Assault-v5/Seq 4/sequence.json +32 -0
  9. action_sequences/ALE_Asterix-v5/撞琴/sequence.json +24 -0
  10. action_sequences/ALE_BattleZone-v5/level1_state1_skip36/sequence.json +40 -0
  11. action_sequences/ALE_BattleZone-v5/level1_state2_skip36/sequence.json +72 -0
  12. action_sequences/ALE_BattleZone-v5/level1_state3_skip36/sequence.json +42 -0
  13. action_sequences/ALE_BattleZone-v5/level1_state4_skip36/sequence.json +61 -0
  14. action_sequences/ALE_BattleZone-v5/level1_state5_skip36/sequence.json +100 -0
  15. action_sequences/ALE_BattleZone-v5/level2_state1_skip110/sequence.json +29 -0
  16. action_sequences/ALE_BattleZone-v5/level2_state2_skip110/sequence.json +61 -0
  17. action_sequences/ALE_BattleZone-v5/level2_state3_skip110/sequence.json +45 -0
  18. action_sequences/ALE_BattleZone-v5/level2_state4_skip110/sequence.json +104 -0
  19. action_sequences/ALE_BattleZone-v5/level2_state5_skip110/sequence.json +144 -0
  20. action_sequences/ALE_BattleZone-v5/level3_state1_skip45/sequence.json +29 -0
  21. action_sequences/ALE_BattleZone-v5/level3_state2_skip45/sequence.json +54 -0
  22. action_sequences/ALE_BattleZone-v5/level3_state3_skip45/sequence.json +75 -0
  23. action_sequences/ALE_BattleZone-v5/level3_state4_skip45/sequence.json +101 -0
  24. action_sequences/ALE_BattleZone-v5/level3_state5_skip45/sequence.json +60 -0
  25. action_sequences/ALE_Berzerk-v5/1/sequence.json +64 -0
  26. action_sequences/ALE_Berzerk-v5/2/sequence.json +81 -0
  27. action_sequences/ALE_Berzerk-v5/3/sequence.json +110 -0
  28. action_sequences/ALE_Berzerk-v5/4/sequence.json +128 -0
  29. action_sequences/ALE_Berzerk-v5/5/sequence.json +166 -0
  30. action_sequences/ALE_ChopperCommand-v5/1/sequence.json +43 -0
  31. action_sequences/ALE_ChopperCommand-v5/2/sequence.json +72 -0
  32. action_sequences/ALE_ChopperCommand-v5/3/sequence.json +166 -0
  33. action_sequences/ALE_ChopperCommand-v5/4/sequence.json +197 -0
  34. action_sequences/ALE_ChopperCommand-v5/5/sequence.json +221 -0
  35. action_sequences/ALE_DemonAttack-v5/level1_state1_skip20/sequence.json +21 -0
  36. action_sequences/ALE_DemonAttack-v5/level1_state2_skip20/sequence.json +30 -0
  37. action_sequences/ALE_DemonAttack-v5/level1_state3_skip20/sequence.json +42 -0
  38. action_sequences/ALE_DemonAttack-v5/level1_state4_skip20/sequence.json +60 -0
  39. action_sequences/ALE_DemonAttack-v5/level1_state5_skip20/sequence.json +86 -0
  40. action_sequences/ALE_DemonAttack-v5/level2_state1_skip50/sequence.json +111 -0
  41. action_sequences/ALE_DemonAttack-v5/level2_state2_skip50/sequence.json +120 -0
  42. action_sequences/ALE_DemonAttack-v5/level2_state3_skip50/sequence.json +125 -0
  43. action_sequences/ALE_DemonAttack-v5/level2_state4_skip50/sequence.json +147 -0
  44. action_sequences/ALE_DemonAttack-v5/level2_state5_skip50/sequence.json +166 -0
  45. action_sequences/ALE_DemonAttack-v5/level3_state1_skip50/sequence.json +184 -0
  46. action_sequences/ALE_DemonAttack-v5/level3_state2_skip50/sequence.json +200 -0
  47. action_sequences/ALE_DemonAttack-v5/level3_state3_skip50/sequence.json +232 -0
  48. action_sequences/ALE_DemonAttack-v5/level3_state4_skip50/sequence.json +192 -0
  49. action_sequences/ALE_DemonAttack-v5/level3_state5_skip50/sequence.json +202 -0
  50. action_sequences/ALE_DemonAttack-v5/level4_state1_skip20/sequence.json +21 -0
action_sequences/ALE_Alien-v5/Seq 1/sequence.json ADDED
@@ -0,0 +1,39 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/Alien-v5",
3
+ "name": "Seq 1",
4
+ "actions": [
5
+ 4,
6
+ 4,
7
+ 4,
8
+ 4,
9
+ 4,
10
+ 4,
11
+ 4,
12
+ 5,
13
+ 5,
14
+ 5,
15
+ 5
16
+ ],
17
+ "action_info": {
18
+ "0": "NOOP",
19
+ "1": "Shoot",
20
+ "2": "Up",
21
+ "3": "Right",
22
+ "4": "Left",
23
+ "5": "Down",
24
+ "6": "Up+Right",
25
+ "7": "Up+Left",
26
+ "8": "Down+Right",
27
+ "9": "Down+Left",
28
+ "10": "Up+Shoot",
29
+ "11": "Right+Shoot",
30
+ "12": "Left+Shoot",
31
+ "13": "Down+Shoot",
32
+ "14": "Up+Right+Shoot",
33
+ "15": "Up+Left+Shoot",
34
+ "16": "Down+Right+Shoot",
35
+ "17": "Down+Left+Shoot"
36
+ },
37
+ "created_at": "2026-03-31T21:15:40",
38
+ "description": "11 actions: Left, Left, Left, Left, Left, Left, Left, Down, Down, Down, ..."
39
+ }
action_sequences/ALE_Alien-v5/Seq 2/sequence.json ADDED
@@ -0,0 +1,49 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/Alien-v5",
3
+ "name": "Seq 2",
4
+ "actions": [
5
+ 4,
6
+ 4,
7
+ 4,
8
+ 4,
9
+ 4,
10
+ 4,
11
+ 4,
12
+ 5,
13
+ 5,
14
+ 5,
15
+ 5,
16
+ 4,
17
+ 4,
18
+ 4,
19
+ 5,
20
+ 5,
21
+ 5,
22
+ 5,
23
+ 5,
24
+ 4,
25
+ 4
26
+ ],
27
+ "action_info": {
28
+ "0": "NOOP",
29
+ "1": "Shoot",
30
+ "2": "Up",
31
+ "3": "Right",
32
+ "4": "Left",
33
+ "5": "Down",
34
+ "6": "Up+Right",
35
+ "7": "Up+Left",
36
+ "8": "Down+Right",
37
+ "9": "Down+Left",
38
+ "10": "Up+Shoot",
39
+ "11": "Right+Shoot",
40
+ "12": "Left+Shoot",
41
+ "13": "Down+Shoot",
42
+ "14": "Up+Right+Shoot",
43
+ "15": "Up+Left+Shoot",
44
+ "16": "Down+Right+Shoot",
45
+ "17": "Down+Left+Shoot"
46
+ },
47
+ "created_at": "2026-04-06T19:18:39",
48
+ "description": "21 actions: Left, Left, Left, Left, Left, Left, Left, Down, Down, Down, ..."
49
+ }
action_sequences/ALE_Alien-v5/Seq 3/sequence.json ADDED
@@ -0,0 +1,45 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/Alien-v5",
3
+ "name": "Seq 3",
4
+ "actions": [
5
+ 4,
6
+ 4,
7
+ 2,
8
+ 2,
9
+ 2,
10
+ 2,
11
+ 4,
12
+ 4,
13
+ 4,
14
+ 4,
15
+ 4,
16
+ 4,
17
+ 4,
18
+ 4,
19
+ 4,
20
+ 4,
21
+ 4
22
+ ],
23
+ "action_info": {
24
+ "0": "NOOP",
25
+ "1": "Shoot",
26
+ "2": "Up",
27
+ "3": "Right",
28
+ "4": "Left",
29
+ "5": "Down",
30
+ "6": "Up+Right",
31
+ "7": "Up+Left",
32
+ "8": "Down+Right",
33
+ "9": "Down+Left",
34
+ "10": "Up+Shoot",
35
+ "11": "Right+Shoot",
36
+ "12": "Left+Shoot",
37
+ "13": "Down+Shoot",
38
+ "14": "Up+Right+Shoot",
39
+ "15": "Up+Left+Shoot",
40
+ "16": "Down+Right+Shoot",
41
+ "17": "Down+Left+Shoot"
42
+ },
43
+ "created_at": "2026-04-06T19:45:59",
44
+ "description": "17 actions: Left, Left, Up, Up, Up, Up, Left, Left, Left, Left, ..."
45
+ }
action_sequences/ALE_Alien-v5/Seq 4/sequence.json ADDED
@@ -0,0 +1,49 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/Alien-v5",
3
+ "name": "Seq 4",
4
+ "actions": [
5
+ 4,
6
+ 4,
7
+ 4,
8
+ 4,
9
+ 4,
10
+ 4,
11
+ 4,
12
+ 5,
13
+ 5,
14
+ 5,
15
+ 5,
16
+ 3,
17
+ 3,
18
+ 3,
19
+ 5,
20
+ 5,
21
+ 5,
22
+ 5,
23
+ 5,
24
+ 4,
25
+ 4
26
+ ],
27
+ "action_info": {
28
+ "0": "NOOP",
29
+ "1": "Shoot",
30
+ "2": "Up",
31
+ "3": "Right",
32
+ "4": "Left",
33
+ "5": "Down",
34
+ "6": "Up+Right",
35
+ "7": "Up+Left",
36
+ "8": "Down+Right",
37
+ "9": "Down+Left",
38
+ "10": "Up+Shoot",
39
+ "11": "Right+Shoot",
40
+ "12": "Left+Shoot",
41
+ "13": "Down+Shoot",
42
+ "14": "Up+Right+Shoot",
43
+ "15": "Up+Left+Shoot",
44
+ "16": "Down+Right+Shoot",
45
+ "17": "Down+Left+Shoot"
46
+ },
47
+ "created_at": "2026-04-06T19:46:35",
48
+ "description": "21 actions: Left, Left, Left, Left, Left, Left, Left, Down, Down, Down, ..."
49
+ }
action_sequences/ALE_Assault-v5/Seq 1/sequence.json ADDED
@@ -0,0 +1,22 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/Assault-v5",
3
+ "name": "Seq 1",
4
+ "actions": [
5
+ 4,
6
+ 4,
7
+ 4,
8
+ 4,
9
+ 4
10
+ ],
11
+ "action_info": {
12
+ "0": "NOOP",
13
+ "1": "Shoot",
14
+ "2": "Up",
15
+ "3": "Right",
16
+ "4": "Left",
17
+ "5": "Right+Shoot",
18
+ "6": "Left+Shoot"
19
+ },
20
+ "created_at": "2026-03-31T18:13:10",
21
+ "description": "5 actions: Left, Left, Left, Left, Left"
22
+ }
action_sequences/ALE_Assault-v5/Seq 2/sequence.json ADDED
@@ -0,0 +1,23 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/Assault-v5",
3
+ "name": "Seq 2",
4
+ "actions": [
5
+ 3,
6
+ 3,
7
+ 3,
8
+ 3,
9
+ 3,
10
+ 3
11
+ ],
12
+ "action_info": {
13
+ "0": "NOOP",
14
+ "1": "Shoot",
15
+ "2": "Up",
16
+ "3": "Right",
17
+ "4": "Left",
18
+ "5": "Right+Shoot",
19
+ "6": "Left+Shoot"
20
+ },
21
+ "created_at": "2026-04-06T19:00:26",
22
+ "description": "6 actions: Right, Right, Right, Right, Right, Right"
23
+ }
action_sequences/ALE_Assault-v5/Seq 3/sequence.json ADDED
@@ -0,0 +1,30 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/Assault-v5",
3
+ "name": "Seq 3",
4
+ "actions": [
5
+ 0,
6
+ 0,
7
+ 0,
8
+ 0,
9
+ 0,
10
+ 0,
11
+ 0,
12
+ 0,
13
+ 0,
14
+ 0,
15
+ 0,
16
+ 0,
17
+ 0
18
+ ],
19
+ "action_info": {
20
+ "0": "NOOP",
21
+ "1": "Shoot",
22
+ "2": "Up",
23
+ "3": "Right",
24
+ "4": "Left",
25
+ "5": "Right+Shoot",
26
+ "6": "Left+Shoot"
27
+ },
28
+ "created_at": "2026-04-06T19:01:12",
29
+ "description": "13 actions: NOOP, NOOP, NOOP, NOOP, NOOP, NOOP, NOOP, NOOP, NOOP, NOOP, ..."
30
+ }
action_sequences/ALE_Assault-v5/Seq 4/sequence.json ADDED
@@ -0,0 +1,32 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/Assault-v5",
3
+ "name": "Seq 4",
4
+ "actions": [
5
+ 3,
6
+ 3,
7
+ 3,
8
+ 2,
9
+ 0,
10
+ 0,
11
+ 0,
12
+ 0,
13
+ 0,
14
+ 0,
15
+ 0,
16
+ 0,
17
+ 0,
18
+ 0,
19
+ 0
20
+ ],
21
+ "action_info": {
22
+ "0": "NOOP",
23
+ "1": "Shoot",
24
+ "2": "Up",
25
+ "3": "Right",
26
+ "4": "Left",
27
+ "5": "Right+Shoot",
28
+ "6": "Left+Shoot"
29
+ },
30
+ "created_at": "2026-04-06T19:02:56",
31
+ "description": "15 actions: Right, Right, Right, Up, NOOP, NOOP, NOOP, NOOP, NOOP, NOOP, ..."
32
+ }
action_sequences/ALE_Asterix-v5/撞琴/sequence.json ADDED
@@ -0,0 +1,24 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/Asterix-v5",
3
+ "name": "撞琴",
4
+ "actions": [
5
+ 0,
6
+ 0,
7
+ 0,
8
+ 1,
9
+ 6
10
+ ],
11
+ "action_info": {
12
+ "0": "NOOP",
13
+ "1": "Up",
14
+ "2": "Right",
15
+ "3": "Left",
16
+ "4": "Down",
17
+ "5": "Up+Right",
18
+ "6": "Up+Left",
19
+ "7": "Down+Right",
20
+ "8": "Down+Left"
21
+ },
22
+ "created_at": "2026-04-09T10:41:11",
23
+ "description": "5 actions: NOOP, NOOP, NOOP, Up, Up+Left"
24
+ }
action_sequences/ALE_BattleZone-v5/level1_state1_skip36/sequence.json ADDED
@@ -0,0 +1,40 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/BattleZone-v5",
3
+ "name": "level1_state1_skip36",
4
+ "actions": [
5
+ 3,
6
+ 3,
7
+ 3,
8
+ 3,
9
+ 3,
10
+ 3,
11
+ 2,
12
+ 2,
13
+ 2,
14
+ 2,
15
+ 2,
16
+ 2
17
+ ],
18
+ "action_info": {
19
+ "0": "NOOP",
20
+ "1": "FIRE",
21
+ "2": "UP",
22
+ "3": "RIGHT",
23
+ "4": "LEFT",
24
+ "5": "DOWN",
25
+ "6": "UPRIGHT",
26
+ "7": "UPLEFT",
27
+ "8": "DOWNRIGHT",
28
+ "9": "DOWNLEFT",
29
+ "10": "UPFIRE",
30
+ "11": "RIGHTFIRE",
31
+ "12": "LEFTFIRE",
32
+ "13": "DOWNFIRE",
33
+ "14": "UPRIGHTFIRE",
34
+ "15": "UPLEFTFIRE",
35
+ "16": "DOWNRIGHTFIRE",
36
+ "17": "DOWNLEFTFIRE"
37
+ },
38
+ "created_at": "2026-04-20T15:23:01",
39
+ "description": "12 actions: RIGHT, RIGHT, RIGHT, RIGHT, RIGHT, RIGHT, UP, UP, UP, UP, ..."
40
+ }
action_sequences/ALE_BattleZone-v5/level1_state2_skip36/sequence.json ADDED
@@ -0,0 +1,72 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/BattleZone-v5",
3
+ "name": "level1_state2_skip36",
4
+ "actions": [
5
+ 3,
6
+ 3,
7
+ 3,
8
+ 3,
9
+ 3,
10
+ 3,
11
+ 2,
12
+ 2,
13
+ 2,
14
+ 2,
15
+ 2,
16
+ 2,
17
+ 2,
18
+ 2,
19
+ 2,
20
+ 2,
21
+ 2,
22
+ 2,
23
+ 2,
24
+ 2,
25
+ 4,
26
+ 4,
27
+ 4,
28
+ 4,
29
+ 4,
30
+ 4,
31
+ 4,
32
+ 4,
33
+ 1,
34
+ 4,
35
+ 4,
36
+ 4,
37
+ 4,
38
+ 4,
39
+ 4,
40
+ 4,
41
+ 4,
42
+ 3,
43
+ 3,
44
+ 4,
45
+ 4,
46
+ 4,
47
+ 4,
48
+ 4
49
+ ],
50
+ "action_info": {
51
+ "0": "NOOP",
52
+ "1": "FIRE",
53
+ "2": "UP",
54
+ "3": "RIGHT",
55
+ "4": "LEFT",
56
+ "5": "DOWN",
57
+ "6": "UPRIGHT",
58
+ "7": "UPLEFT",
59
+ "8": "DOWNRIGHT",
60
+ "9": "DOWNLEFT",
61
+ "10": "UPFIRE",
62
+ "11": "RIGHTFIRE",
63
+ "12": "LEFTFIRE",
64
+ "13": "DOWNFIRE",
65
+ "14": "UPRIGHTFIRE",
66
+ "15": "UPLEFTFIRE",
67
+ "16": "DOWNRIGHTFIRE",
68
+ "17": "DOWNLEFTFIRE"
69
+ },
70
+ "created_at": "2026-04-20T15:23:41",
71
+ "description": "44 actions: RIGHT, RIGHT, RIGHT, RIGHT, RIGHT, RIGHT, UP, UP, UP, UP, ..."
72
+ }
action_sequences/ALE_BattleZone-v5/level1_state3_skip36/sequence.json ADDED
@@ -0,0 +1,42 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/BattleZone-v5",
3
+ "name": "level1_state3_skip36",
4
+ "actions": [
5
+ 3,
6
+ 1,
7
+ 3,
8
+ 3,
9
+ 3,
10
+ 3,
11
+ 3,
12
+ 3,
13
+ 3,
14
+ 3,
15
+ 3,
16
+ 3,
17
+ 3,
18
+ 3
19
+ ],
20
+ "action_info": {
21
+ "0": "NOOP",
22
+ "1": "FIRE",
23
+ "2": "UP",
24
+ "3": "RIGHT",
25
+ "4": "LEFT",
26
+ "5": "DOWN",
27
+ "6": "UPRIGHT",
28
+ "7": "UPLEFT",
29
+ "8": "DOWNRIGHT",
30
+ "9": "DOWNLEFT",
31
+ "10": "UPFIRE",
32
+ "11": "RIGHTFIRE",
33
+ "12": "LEFTFIRE",
34
+ "13": "DOWNFIRE",
35
+ "14": "UPRIGHTFIRE",
36
+ "15": "UPLEFTFIRE",
37
+ "16": "DOWNRIGHTFIRE",
38
+ "17": "DOWNLEFTFIRE"
39
+ },
40
+ "created_at": "2026-04-20T15:24:24",
41
+ "description": "14 actions: RIGHT, FIRE, RIGHT, RIGHT, RIGHT, RIGHT, RIGHT, RIGHT, RIGHT, RIGHT, ..."
42
+ }
action_sequences/ALE_BattleZone-v5/level1_state4_skip36/sequence.json ADDED
@@ -0,0 +1,61 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/BattleZone-v5",
3
+ "name": "level1_state4_skip36",
4
+ "actions": [
5
+ 3,
6
+ 1,
7
+ 3,
8
+ 3,
9
+ 3,
10
+ 3,
11
+ 3,
12
+ 3,
13
+ 3,
14
+ 3,
15
+ 3,
16
+ 3,
17
+ 3,
18
+ 3,
19
+ 2,
20
+ 2,
21
+ 2,
22
+ 2,
23
+ 2,
24
+ 4,
25
+ 4,
26
+ 1,
27
+ 4,
28
+ 4,
29
+ 4,
30
+ 4,
31
+ 4,
32
+ 4,
33
+ 4,
34
+ 4,
35
+ 4,
36
+ 4,
37
+ 4
38
+ ],
39
+ "action_info": {
40
+ "0": "NOOP",
41
+ "1": "FIRE",
42
+ "2": "UP",
43
+ "3": "RIGHT",
44
+ "4": "LEFT",
45
+ "5": "DOWN",
46
+ "6": "UPRIGHT",
47
+ "7": "UPLEFT",
48
+ "8": "DOWNRIGHT",
49
+ "9": "DOWNLEFT",
50
+ "10": "UPFIRE",
51
+ "11": "RIGHTFIRE",
52
+ "12": "LEFTFIRE",
53
+ "13": "DOWNFIRE",
54
+ "14": "UPRIGHTFIRE",
55
+ "15": "UPLEFTFIRE",
56
+ "16": "DOWNRIGHTFIRE",
57
+ "17": "DOWNLEFTFIRE"
58
+ },
59
+ "created_at": "2026-04-20T15:25:41",
60
+ "description": "33 actions: RIGHT, FIRE, RIGHT, RIGHT, RIGHT, RIGHT, RIGHT, RIGHT, RIGHT, RIGHT, ..."
61
+ }
action_sequences/ALE_BattleZone-v5/level1_state5_skip36/sequence.json ADDED
@@ -0,0 +1,100 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/BattleZone-v5",
3
+ "name": "level1_state5_skip36",
4
+ "actions": [
5
+ 3,
6
+ 1,
7
+ 3,
8
+ 3,
9
+ 3,
10
+ 3,
11
+ 3,
12
+ 3,
13
+ 3,
14
+ 3,
15
+ 3,
16
+ 3,
17
+ 3,
18
+ 3,
19
+ 2,
20
+ 2,
21
+ 2,
22
+ 2,
23
+ 2,
24
+ 4,
25
+ 4,
26
+ 1,
27
+ 4,
28
+ 4,
29
+ 4,
30
+ 4,
31
+ 4,
32
+ 4,
33
+ 4,
34
+ 4,
35
+ 4,
36
+ 4,
37
+ 4,
38
+ 3,
39
+ 3,
40
+ 3,
41
+ 3,
42
+ 3,
43
+ 3,
44
+ 3,
45
+ 3,
46
+ 1,
47
+ 2,
48
+ 2,
49
+ 2,
50
+ 2,
51
+ 2,
52
+ 2,
53
+ 2,
54
+ 2,
55
+ 2,
56
+ 2,
57
+ 2,
58
+ 2,
59
+ 2,
60
+ 2,
61
+ 2,
62
+ 2,
63
+ 2,
64
+ 4,
65
+ 4,
66
+ 4,
67
+ 4,
68
+ 4,
69
+ 4,
70
+ 4,
71
+ 4,
72
+ 4,
73
+ 4,
74
+ 4,
75
+ 4,
76
+ 4
77
+ ],
78
+ "action_info": {
79
+ "0": "NOOP",
80
+ "1": "FIRE",
81
+ "2": "UP",
82
+ "3": "RIGHT",
83
+ "4": "LEFT",
84
+ "5": "DOWN",
85
+ "6": "UPRIGHT",
86
+ "7": "UPLEFT",
87
+ "8": "DOWNRIGHT",
88
+ "9": "DOWNLEFT",
89
+ "10": "UPFIRE",
90
+ "11": "RIGHTFIRE",
91
+ "12": "LEFTFIRE",
92
+ "13": "DOWNFIRE",
93
+ "14": "UPRIGHTFIRE",
94
+ "15": "UPLEFTFIRE",
95
+ "16": "DOWNRIGHTFIRE",
96
+ "17": "DOWNLEFTFIRE"
97
+ },
98
+ "created_at": "2026-04-20T15:26:15",
99
+ "description": "72 actions: RIGHT, FIRE, RIGHT, RIGHT, RIGHT, RIGHT, RIGHT, RIGHT, RIGHT, RIGHT, ..."
100
+ }
action_sequences/ALE_BattleZone-v5/level2_state1_skip110/sequence.json ADDED
@@ -0,0 +1,29 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/BattleZone-v5",
3
+ "name": "level2_state1_skip110",
4
+ "actions": [
5
+ 4
6
+ ],
7
+ "action_info": {
8
+ "0": "NOOP",
9
+ "1": "FIRE",
10
+ "2": "UP",
11
+ "3": "RIGHT",
12
+ "4": "LEFT",
13
+ "5": "DOWN",
14
+ "6": "UPRIGHT",
15
+ "7": "UPLEFT",
16
+ "8": "DOWNRIGHT",
17
+ "9": "DOWNLEFT",
18
+ "10": "UPFIRE",
19
+ "11": "RIGHTFIRE",
20
+ "12": "LEFTFIRE",
21
+ "13": "DOWNFIRE",
22
+ "14": "UPRIGHTFIRE",
23
+ "15": "UPLEFTFIRE",
24
+ "16": "DOWNRIGHTFIRE",
25
+ "17": "DOWNLEFTFIRE"
26
+ },
27
+ "created_at": "2026-04-20T15:27:20",
28
+ "description": "1 actions: LEFT"
29
+ }
action_sequences/ALE_BattleZone-v5/level2_state2_skip110/sequence.json ADDED
@@ -0,0 +1,61 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/BattleZone-v5",
3
+ "name": "level2_state2_skip110",
4
+ "actions": [
5
+ 4,
6
+ 1,
7
+ 3,
8
+ 3,
9
+ 3,
10
+ 3,
11
+ 3,
12
+ 3,
13
+ 2,
14
+ 2,
15
+ 2,
16
+ 2,
17
+ 2,
18
+ 2,
19
+ 2,
20
+ 4,
21
+ 4,
22
+ 4,
23
+ 4,
24
+ 4,
25
+ 4,
26
+ 4,
27
+ 4,
28
+ 4,
29
+ 4,
30
+ 4,
31
+ 4,
32
+ 4,
33
+ 4,
34
+ 4,
35
+ 4,
36
+ 4,
37
+ 4
38
+ ],
39
+ "action_info": {
40
+ "0": "NOOP",
41
+ "1": "FIRE",
42
+ "2": "UP",
43
+ "3": "RIGHT",
44
+ "4": "LEFT",
45
+ "5": "DOWN",
46
+ "6": "UPRIGHT",
47
+ "7": "UPLEFT",
48
+ "8": "DOWNRIGHT",
49
+ "9": "DOWNLEFT",
50
+ "10": "UPFIRE",
51
+ "11": "RIGHTFIRE",
52
+ "12": "LEFTFIRE",
53
+ "13": "DOWNFIRE",
54
+ "14": "UPRIGHTFIRE",
55
+ "15": "UPLEFTFIRE",
56
+ "16": "DOWNRIGHTFIRE",
57
+ "17": "DOWNLEFTFIRE"
58
+ },
59
+ "created_at": "2026-04-20T15:28:32",
60
+ "description": "33 actions: LEFT, FIRE, RIGHT, RIGHT, RIGHT, RIGHT, RIGHT, RIGHT, UP, UP, ..."
61
+ }
action_sequences/ALE_BattleZone-v5/level2_state3_skip110/sequence.json ADDED
@@ -0,0 +1,45 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/BattleZone-v5",
3
+ "name": "level2_state3_skip110",
4
+ "actions": [
5
+ 1,
6
+ 1,
7
+ 1,
8
+ 1,
9
+ 1,
10
+ 1,
11
+ 1,
12
+ 1,
13
+ 1,
14
+ 2,
15
+ 2,
16
+ 2,
17
+ 2,
18
+ 2,
19
+ 2,
20
+ 2,
21
+ 2
22
+ ],
23
+ "action_info": {
24
+ "0": "NOOP",
25
+ "1": "FIRE",
26
+ "2": "UP",
27
+ "3": "RIGHT",
28
+ "4": "LEFT",
29
+ "5": "DOWN",
30
+ "6": "UPRIGHT",
31
+ "7": "UPLEFT",
32
+ "8": "DOWNRIGHT",
33
+ "9": "DOWNLEFT",
34
+ "10": "UPFIRE",
35
+ "11": "RIGHTFIRE",
36
+ "12": "LEFTFIRE",
37
+ "13": "DOWNFIRE",
38
+ "14": "UPRIGHTFIRE",
39
+ "15": "UPLEFTFIRE",
40
+ "16": "DOWNRIGHTFIRE",
41
+ "17": "DOWNLEFTFIRE"
42
+ },
43
+ "created_at": "2026-04-20T15:29:42",
44
+ "description": "17 actions: FIRE, FIRE, FIRE, FIRE, FIRE, FIRE, FIRE, FIRE, FIRE, UP, ..."
45
+ }
action_sequences/ALE_BattleZone-v5/level2_state4_skip110/sequence.json ADDED
@@ -0,0 +1,104 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/BattleZone-v5",
3
+ "name": "level2_state4_skip110",
4
+ "actions": [
5
+ 1,
6
+ 1,
7
+ 1,
8
+ 1,
9
+ 1,
10
+ 1,
11
+ 1,
12
+ 1,
13
+ 1,
14
+ 2,
15
+ 2,
16
+ 2,
17
+ 2,
18
+ 2,
19
+ 2,
20
+ 2,
21
+ 2,
22
+ 4,
23
+ 4,
24
+ 4,
25
+ 4,
26
+ 4,
27
+ 4,
28
+ 4,
29
+ 4,
30
+ 4,
31
+ 4,
32
+ 4,
33
+ 4,
34
+ 4,
35
+ 4,
36
+ 4,
37
+ 4,
38
+ 4,
39
+ 4,
40
+ 4,
41
+ 4,
42
+ 1,
43
+ 2,
44
+ 2,
45
+ 2,
46
+ 2,
47
+ 2,
48
+ 2,
49
+ 2,
50
+ 2,
51
+ 2,
52
+ 2,
53
+ 2,
54
+ 2,
55
+ 3,
56
+ 3,
57
+ 3,
58
+ 3,
59
+ 3,
60
+ 3,
61
+ 3,
62
+ 3,
63
+ 3,
64
+ 3,
65
+ 3,
66
+ 3,
67
+ 3,
68
+ 3,
69
+ 3,
70
+ 3,
71
+ 3,
72
+ 3,
73
+ 3,
74
+ 3,
75
+ 3,
76
+ 3,
77
+ 3,
78
+ 3,
79
+ 4,
80
+ 4
81
+ ],
82
+ "action_info": {
83
+ "0": "NOOP",
84
+ "1": "FIRE",
85
+ "2": "UP",
86
+ "3": "RIGHT",
87
+ "4": "LEFT",
88
+ "5": "DOWN",
89
+ "6": "UPRIGHT",
90
+ "7": "UPLEFT",
91
+ "8": "DOWNRIGHT",
92
+ "9": "DOWNLEFT",
93
+ "10": "UPFIRE",
94
+ "11": "RIGHTFIRE",
95
+ "12": "LEFTFIRE",
96
+ "13": "DOWNFIRE",
97
+ "14": "UPRIGHTFIRE",
98
+ "15": "UPLEFTFIRE",
99
+ "16": "DOWNRIGHTFIRE",
100
+ "17": "DOWNLEFTFIRE"
101
+ },
102
+ "created_at": "2026-04-20T15:30:19",
103
+ "description": "76 actions: FIRE, FIRE, FIRE, FIRE, FIRE, FIRE, FIRE, FIRE, FIRE, UP, ..."
104
+ }
action_sequences/ALE_BattleZone-v5/level2_state5_skip110/sequence.json ADDED
@@ -0,0 +1,144 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/BattleZone-v5",
3
+ "name": "level2_state5_skip110",
4
+ "actions": [
5
+ 1,
6
+ 1,
7
+ 1,
8
+ 1,
9
+ 1,
10
+ 1,
11
+ 1,
12
+ 1,
13
+ 1,
14
+ 2,
15
+ 2,
16
+ 2,
17
+ 2,
18
+ 2,
19
+ 2,
20
+ 2,
21
+ 2,
22
+ 4,
23
+ 4,
24
+ 4,
25
+ 4,
26
+ 4,
27
+ 4,
28
+ 4,
29
+ 4,
30
+ 4,
31
+ 4,
32
+ 4,
33
+ 4,
34
+ 4,
35
+ 4,
36
+ 4,
37
+ 4,
38
+ 4,
39
+ 4,
40
+ 4,
41
+ 4,
42
+ 1,
43
+ 2,
44
+ 2,
45
+ 2,
46
+ 2,
47
+ 2,
48
+ 2,
49
+ 2,
50
+ 2,
51
+ 2,
52
+ 2,
53
+ 2,
54
+ 2,
55
+ 3,
56
+ 3,
57
+ 3,
58
+ 3,
59
+ 3,
60
+ 3,
61
+ 3,
62
+ 3,
63
+ 3,
64
+ 3,
65
+ 3,
66
+ 3,
67
+ 3,
68
+ 3,
69
+ 3,
70
+ 3,
71
+ 3,
72
+ 3,
73
+ 3,
74
+ 3,
75
+ 3,
76
+ 3,
77
+ 3,
78
+ 3,
79
+ 4,
80
+ 4,
81
+ 8,
82
+ 8,
83
+ 8,
84
+ 8,
85
+ 8,
86
+ 8,
87
+ 8,
88
+ 8,
89
+ 8,
90
+ 8,
91
+ 8,
92
+ 8,
93
+ 8,
94
+ 8,
95
+ 8,
96
+ 8,
97
+ 5,
98
+ 5,
99
+ 5,
100
+ 5,
101
+ 5,
102
+ 5,
103
+ 5,
104
+ 5,
105
+ 5,
106
+ 5,
107
+ 5,
108
+ 5,
109
+ 5,
110
+ 5,
111
+ 5,
112
+ 5,
113
+ 5,
114
+ 5,
115
+ 5,
116
+ 5,
117
+ 5,
118
+ 5,
119
+ 5,
120
+ 5
121
+ ],
122
+ "action_info": {
123
+ "0": "NOOP",
124
+ "1": "FIRE",
125
+ "2": "UP",
126
+ "3": "RIGHT",
127
+ "4": "LEFT",
128
+ "5": "DOWN",
129
+ "6": "UPRIGHT",
130
+ "7": "UPLEFT",
131
+ "8": "DOWNRIGHT",
132
+ "9": "DOWNLEFT",
133
+ "10": "UPFIRE",
134
+ "11": "RIGHTFIRE",
135
+ "12": "LEFTFIRE",
136
+ "13": "DOWNFIRE",
137
+ "14": "UPRIGHTFIRE",
138
+ "15": "UPLEFTFIRE",
139
+ "16": "DOWNRIGHTFIRE",
140
+ "17": "DOWNLEFTFIRE"
141
+ },
142
+ "created_at": "2026-04-20T15:31:10",
143
+ "description": "116 actions: FIRE, FIRE, FIRE, FIRE, FIRE, FIRE, FIRE, FIRE, FIRE, UP, ..."
144
+ }
action_sequences/ALE_BattleZone-v5/level3_state1_skip45/sequence.json ADDED
@@ -0,0 +1,29 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/BattleZone-v5",
3
+ "name": "level3_state1_skip45",
4
+ "actions": [
5
+ 0
6
+ ],
7
+ "action_info": {
8
+ "0": "NOOP",
9
+ "1": "Fire",
10
+ "2": "Up",
11
+ "3": "Right",
12
+ "4": "Left",
13
+ "5": "Down",
14
+ "6": "Up+Right",
15
+ "7": "Up+Left",
16
+ "8": "Down+Right",
17
+ "9": "Down+Left",
18
+ "10": "Up+Fire",
19
+ "11": "Right+Fire",
20
+ "12": "Left+Fire",
21
+ "13": "Down+Fire",
22
+ "14": "Up+Right+Fire",
23
+ "15": "Up+Left+Fire",
24
+ "16": "Down+Right+Fire",
25
+ "17": "Down+Left+Fire"
26
+ },
27
+ "created_at": "2026-04-20T17:01:52",
28
+ "description": "1 actions: NOOP"
29
+ }
action_sequences/ALE_BattleZone-v5/level3_state2_skip45/sequence.json ADDED
@@ -0,0 +1,54 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/BattleZone-v5",
3
+ "name": "level3_state2_skip45",
4
+ "actions": [
5
+ 1,
6
+ 0,
7
+ 0,
8
+ 0,
9
+ 0,
10
+ 0,
11
+ 0,
12
+ 1,
13
+ 0,
14
+ 0,
15
+ 0,
16
+ 0,
17
+ 0,
18
+ 0,
19
+ 0,
20
+ 0,
21
+ 0,
22
+ 0,
23
+ 4,
24
+ 2,
25
+ 2,
26
+ 2,
27
+ 4,
28
+ 4,
29
+ 4,
30
+ 4
31
+ ],
32
+ "action_info": {
33
+ "0": "NOOP",
34
+ "1": "Fire",
35
+ "2": "Up",
36
+ "3": "Right",
37
+ "4": "Left",
38
+ "5": "Down",
39
+ "6": "Up+Right",
40
+ "7": "Up+Left",
41
+ "8": "Down+Right",
42
+ "9": "Down+Left",
43
+ "10": "Up+Fire",
44
+ "11": "Right+Fire",
45
+ "12": "Left+Fire",
46
+ "13": "Down+Fire",
47
+ "14": "Up+Right+Fire",
48
+ "15": "Up+Left+Fire",
49
+ "16": "Down+Right+Fire",
50
+ "17": "Down+Left+Fire"
51
+ },
52
+ "created_at": "2026-04-20T17:01:29",
53
+ "description": "26 actions: Fire, NOOP, NOOP, NOOP, NOOP, NOOP, NOOP, Fire, NOOP, NOOP, ..."
54
+ }
action_sequences/ALE_BattleZone-v5/level3_state3_skip45/sequence.json ADDED
@@ -0,0 +1,75 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/BattleZone-v5",
3
+ "name": "level3_state3_skip45",
4
+ "actions": [
5
+ 1,
6
+ 0,
7
+ 0,
8
+ 0,
9
+ 0,
10
+ 0,
11
+ 0,
12
+ 1,
13
+ 0,
14
+ 0,
15
+ 0,
16
+ 0,
17
+ 0,
18
+ 0,
19
+ 0,
20
+ 0,
21
+ 0,
22
+ 0,
23
+ 4,
24
+ 2,
25
+ 2,
26
+ 2,
27
+ 4,
28
+ 4,
29
+ 4,
30
+ 4,
31
+ 3,
32
+ 3,
33
+ 3,
34
+ 3,
35
+ 1,
36
+ 4,
37
+ 4,
38
+ 4,
39
+ 4,
40
+ 4,
41
+ 4,
42
+ 4,
43
+ 4,
44
+ 2,
45
+ 2,
46
+ 2,
47
+ 2,
48
+ 2,
49
+ 2,
50
+ 2,
51
+ 2
52
+ ],
53
+ "action_info": {
54
+ "0": "NOOP",
55
+ "1": "Fire",
56
+ "2": "Up",
57
+ "3": "Right",
58
+ "4": "Left",
59
+ "5": "Down",
60
+ "6": "Up+Right",
61
+ "7": "Up+Left",
62
+ "8": "Down+Right",
63
+ "9": "Down+Left",
64
+ "10": "Up+Fire",
65
+ "11": "Right+Fire",
66
+ "12": "Left+Fire",
67
+ "13": "Down+Fire",
68
+ "14": "Up+Right+Fire",
69
+ "15": "Up+Left+Fire",
70
+ "16": "Down+Right+Fire",
71
+ "17": "Down+Left+Fire"
72
+ },
73
+ "created_at": "2026-04-20T17:02:19",
74
+ "description": "47 actions: Fire, NOOP, NOOP, NOOP, NOOP, NOOP, NOOP, Fire, NOOP, NOOP, ..."
75
+ }
action_sequences/ALE_BattleZone-v5/level3_state4_skip45/sequence.json ADDED
@@ -0,0 +1,101 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/BattleZone-v5",
3
+ "name": "level3_state4_skip45",
4
+ "actions": [
5
+ 1,
6
+ 0,
7
+ 0,
8
+ 0,
9
+ 0,
10
+ 0,
11
+ 0,
12
+ 1,
13
+ 0,
14
+ 0,
15
+ 0,
16
+ 0,
17
+ 0,
18
+ 0,
19
+ 0,
20
+ 0,
21
+ 0,
22
+ 0,
23
+ 4,
24
+ 2,
25
+ 2,
26
+ 2,
27
+ 4,
28
+ 4,
29
+ 4,
30
+ 4,
31
+ 3,
32
+ 3,
33
+ 3,
34
+ 3,
35
+ 1,
36
+ 4,
37
+ 4,
38
+ 4,
39
+ 4,
40
+ 4,
41
+ 4,
42
+ 4,
43
+ 4,
44
+ 2,
45
+ 2,
46
+ 2,
47
+ 2,
48
+ 2,
49
+ 2,
50
+ 2,
51
+ 2,
52
+ 3,
53
+ 0,
54
+ 3,
55
+ 0,
56
+ 0,
57
+ 3,
58
+ 0,
59
+ 1,
60
+ 4,
61
+ 1,
62
+ 2,
63
+ 2,
64
+ 2,
65
+ 2,
66
+ 2,
67
+ 3,
68
+ 4,
69
+ 4,
70
+ 4,
71
+ 4,
72
+ 4,
73
+ 4,
74
+ 4,
75
+ 4,
76
+ 4,
77
+ 4
78
+ ],
79
+ "action_info": {
80
+ "0": "NOOP",
81
+ "1": "Fire",
82
+ "2": "Up",
83
+ "3": "Right",
84
+ "4": "Left",
85
+ "5": "Down",
86
+ "6": "Up+Right",
87
+ "7": "Up+Left",
88
+ "8": "Down+Right",
89
+ "9": "Down+Left",
90
+ "10": "Up+Fire",
91
+ "11": "Right+Fire",
92
+ "12": "Left+Fire",
93
+ "13": "Down+Fire",
94
+ "14": "Up+Right+Fire",
95
+ "15": "Up+Left+Fire",
96
+ "16": "Down+Right+Fire",
97
+ "17": "Down+Left+Fire"
98
+ },
99
+ "created_at": "2026-04-20T17:03:59",
100
+ "description": "73 actions: Fire, NOOP, NOOP, NOOP, NOOP, NOOP, NOOP, Fire, NOOP, NOOP, ..."
101
+ }
action_sequences/ALE_BattleZone-v5/level3_state5_skip45/sequence.json ADDED
@@ -0,0 +1,60 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/BattleZone-v5",
3
+ "name": "level3_state5_skip45",
4
+ "actions": [
5
+ 0,
6
+ 3,
7
+ 3,
8
+ 3,
9
+ 3,
10
+ 3,
11
+ 3,
12
+ 3,
13
+ 2,
14
+ 2,
15
+ 2,
16
+ 2,
17
+ 2,
18
+ 2,
19
+ 2,
20
+ 2,
21
+ 2,
22
+ 2,
23
+ 2,
24
+ 2,
25
+ 2,
26
+ 2,
27
+ 2,
28
+ 4,
29
+ 4,
30
+ 4,
31
+ 4,
32
+ 4,
33
+ 4,
34
+ 4,
35
+ 4,
36
+ 4
37
+ ],
38
+ "action_info": {
39
+ "0": "NOOP",
40
+ "1": "Fire",
41
+ "2": "Up",
42
+ "3": "Right",
43
+ "4": "Left",
44
+ "5": "Down",
45
+ "6": "Up+Right",
46
+ "7": "Up+Left",
47
+ "8": "Down+Right",
48
+ "9": "Down+Left",
49
+ "10": "Up+Fire",
50
+ "11": "Right+Fire",
51
+ "12": "Left+Fire",
52
+ "13": "Down+Fire",
53
+ "14": "Up+Right+Fire",
54
+ "15": "Up+Left+Fire",
55
+ "16": "Down+Right+Fire",
56
+ "17": "Down+Left+Fire"
57
+ },
58
+ "created_at": "2026-04-20T17:04:57",
59
+ "description": "32 actions: NOOP, Right, Right, Right, Right, Right, Right, Right, Up, Up, ..."
60
+ }
action_sequences/ALE_Berzerk-v5/1/sequence.json ADDED
@@ -0,0 +1,64 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/Berzerk-v5",
3
+ "name": "1",
4
+ "actions": [
5
+ 13,
6
+ 8,
7
+ 8,
8
+ 5,
9
+ 5,
10
+ 5,
11
+ 5,
12
+ 5,
13
+ 5,
14
+ 8,
15
+ 8,
16
+ 3,
17
+ 3,
18
+ 3,
19
+ 3,
20
+ 5,
21
+ 5,
22
+ 5,
23
+ 5,
24
+ 5,
25
+ 5,
26
+ 5,
27
+ 5,
28
+ 5,
29
+ 5,
30
+ 5,
31
+ 5,
32
+ 5,
33
+ 5,
34
+ 5,
35
+ 5,
36
+ 5,
37
+ 5,
38
+ 5,
39
+ 5,
40
+ 5
41
+ ],
42
+ "action_info": {
43
+ "0": "NOOP",
44
+ "1": "Shoot",
45
+ "2": "Up",
46
+ "3": "Right",
47
+ "4": "Left",
48
+ "5": "Down",
49
+ "6": "Up+Right",
50
+ "7": "Up+Left",
51
+ "8": "Down+Right",
52
+ "9": "Down+Left",
53
+ "10": "Up+Shoot",
54
+ "11": "Right+Shoot",
55
+ "12": "Left+Shoot",
56
+ "13": "Down+Shoot",
57
+ "14": "Up+Right+Shoot",
58
+ "15": "Up+Left+Shoot",
59
+ "16": "Down+Right+Shoot",
60
+ "17": "Down+Left+Shoot"
61
+ },
62
+ "created_at": "2026-04-16T18:43:26",
63
+ "description": "36 actions: Down+Shoot, Down+Right, Down+Right, Down, Down, Down, Down, Down, Down, Down+Right, ..."
64
+ }
action_sequences/ALE_Berzerk-v5/2/sequence.json ADDED
@@ -0,0 +1,81 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/Berzerk-v5",
3
+ "name": "2",
4
+ "actions": [
5
+ 6,
6
+ 2,
7
+ 2,
8
+ 2,
9
+ 2,
10
+ 2,
11
+ 2,
12
+ 2,
13
+ 2,
14
+ 11,
15
+ 11,
16
+ 11,
17
+ 3,
18
+ 3,
19
+ 3,
20
+ 3,
21
+ 3,
22
+ 3,
23
+ 3,
24
+ 2,
25
+ 2,
26
+ 2,
27
+ 2,
28
+ 0,
29
+ 0,
30
+ 0,
31
+ 0,
32
+ 0,
33
+ 0,
34
+ 0,
35
+ 10,
36
+ 12,
37
+ 12,
38
+ 12,
39
+ 3,
40
+ 3,
41
+ 3,
42
+ 2,
43
+ 2,
44
+ 12,
45
+ 4,
46
+ 4,
47
+ 2,
48
+ 2,
49
+ 1,
50
+ 2,
51
+ 2,
52
+ 2,
53
+ 2,
54
+ 4,
55
+ 4,
56
+ 4,
57
+ 2
58
+ ],
59
+ "action_info": {
60
+ "0": "NOOP",
61
+ "1": "Shoot",
62
+ "2": "Up",
63
+ "3": "Right",
64
+ "4": "Left",
65
+ "5": "Down",
66
+ "6": "Up+Right",
67
+ "7": "Up+Left",
68
+ "8": "Down+Right",
69
+ "9": "Down+Left",
70
+ "10": "Up+Shoot",
71
+ "11": "Right+Shoot",
72
+ "12": "Left+Shoot",
73
+ "13": "Down+Shoot",
74
+ "14": "Up+Right+Shoot",
75
+ "15": "Up+Left+Shoot",
76
+ "16": "Down+Right+Shoot",
77
+ "17": "Down+Left+Shoot"
78
+ },
79
+ "created_at": "2026-04-16T18:44:53",
80
+ "description": "53 actions: Up+Right, Up, Up, Up, Up, Up, Up, Up, Up, Right+Shoot, ..."
81
+ }
action_sequences/ALE_Berzerk-v5/3/sequence.json ADDED
@@ -0,0 +1,110 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/Berzerk-v5",
3
+ "name": "3",
4
+ "actions": [
5
+ 6,
6
+ 2,
7
+ 2,
8
+ 2,
9
+ 2,
10
+ 2,
11
+ 2,
12
+ 2,
13
+ 2,
14
+ 11,
15
+ 11,
16
+ 11,
17
+ 3,
18
+ 3,
19
+ 3,
20
+ 3,
21
+ 3,
22
+ 3,
23
+ 3,
24
+ 2,
25
+ 2,
26
+ 2,
27
+ 2,
28
+ 0,
29
+ 0,
30
+ 0,
31
+ 0,
32
+ 0,
33
+ 0,
34
+ 0,
35
+ 10,
36
+ 12,
37
+ 12,
38
+ 12,
39
+ 3,
40
+ 3,
41
+ 3,
42
+ 2,
43
+ 2,
44
+ 12,
45
+ 4,
46
+ 4,
47
+ 2,
48
+ 2,
49
+ 1,
50
+ 2,
51
+ 2,
52
+ 2,
53
+ 2,
54
+ 4,
55
+ 4,
56
+ 4,
57
+ 2,
58
+ 4,
59
+ 4,
60
+ 4,
61
+ 4,
62
+ 4,
63
+ 4,
64
+ 4,
65
+ 4,
66
+ 4,
67
+ 4,
68
+ 4,
69
+ 4,
70
+ 4,
71
+ 2,
72
+ 2,
73
+ 2,
74
+ 2,
75
+ 2,
76
+ 2,
77
+ 2,
78
+ 2,
79
+ 12,
80
+ 12,
81
+ 12,
82
+ 12,
83
+ 2,
84
+ 4,
85
+ 4,
86
+ 4
87
+ ],
88
+ "action_info": {
89
+ "0": "NOOP",
90
+ "1": "Shoot",
91
+ "2": "Up",
92
+ "3": "Right",
93
+ "4": "Left",
94
+ "5": "Down",
95
+ "6": "Up+Right",
96
+ "7": "Up+Left",
97
+ "8": "Down+Right",
98
+ "9": "Down+Left",
99
+ "10": "Up+Shoot",
100
+ "11": "Right+Shoot",
101
+ "12": "Left+Shoot",
102
+ "13": "Down+Shoot",
103
+ "14": "Up+Right+Shoot",
104
+ "15": "Up+Left+Shoot",
105
+ "16": "Down+Right+Shoot",
106
+ "17": "Down+Left+Shoot"
107
+ },
108
+ "created_at": "2026-04-16T18:45:35",
109
+ "description": "82 actions: Up+Right, Up, Up, Up, Up, Up, Up, Up, Up, Right+Shoot, ..."
110
+ }
action_sequences/ALE_Berzerk-v5/4/sequence.json ADDED
@@ -0,0 +1,128 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/Berzerk-v5",
3
+ "name": "4",
4
+ "actions": [
5
+ 6,
6
+ 2,
7
+ 2,
8
+ 2,
9
+ 2,
10
+ 2,
11
+ 2,
12
+ 2,
13
+ 2,
14
+ 11,
15
+ 11,
16
+ 11,
17
+ 3,
18
+ 3,
19
+ 3,
20
+ 3,
21
+ 3,
22
+ 3,
23
+ 3,
24
+ 2,
25
+ 2,
26
+ 2,
27
+ 2,
28
+ 0,
29
+ 0,
30
+ 0,
31
+ 0,
32
+ 0,
33
+ 0,
34
+ 0,
35
+ 10,
36
+ 12,
37
+ 12,
38
+ 12,
39
+ 3,
40
+ 3,
41
+ 3,
42
+ 2,
43
+ 2,
44
+ 12,
45
+ 4,
46
+ 4,
47
+ 2,
48
+ 2,
49
+ 1,
50
+ 2,
51
+ 2,
52
+ 2,
53
+ 2,
54
+ 4,
55
+ 4,
56
+ 4,
57
+ 2,
58
+ 4,
59
+ 4,
60
+ 4,
61
+ 4,
62
+ 4,
63
+ 4,
64
+ 4,
65
+ 4,
66
+ 4,
67
+ 4,
68
+ 4,
69
+ 4,
70
+ 4,
71
+ 2,
72
+ 2,
73
+ 2,
74
+ 2,
75
+ 2,
76
+ 2,
77
+ 2,
78
+ 2,
79
+ 12,
80
+ 12,
81
+ 12,
82
+ 12,
83
+ 2,
84
+ 4,
85
+ 4,
86
+ 4,
87
+ 2,
88
+ 4,
89
+ 4,
90
+ 4,
91
+ 4,
92
+ 4,
93
+ 5,
94
+ 5,
95
+ 5,
96
+ 5,
97
+ 5,
98
+ 5,
99
+ 5,
100
+ 5,
101
+ 5,
102
+ 5,
103
+ 5,
104
+ 6
105
+ ],
106
+ "action_info": {
107
+ "0": "NOOP",
108
+ "1": "Shoot",
109
+ "2": "Up",
110
+ "3": "Right",
111
+ "4": "Left",
112
+ "5": "Down",
113
+ "6": "Up+Right",
114
+ "7": "Up+Left",
115
+ "8": "Down+Right",
116
+ "9": "Down+Left",
117
+ "10": "Up+Shoot",
118
+ "11": "Right+Shoot",
119
+ "12": "Left+Shoot",
120
+ "13": "Down+Shoot",
121
+ "14": "Up+Right+Shoot",
122
+ "15": "Up+Left+Shoot",
123
+ "16": "Down+Right+Shoot",
124
+ "17": "Down+Left+Shoot"
125
+ },
126
+ "created_at": "2026-04-16T18:45:56",
127
+ "description": "100 actions: Up+Right, Up, Up, Up, Up, Up, Up, Up, Up, Right+Shoot, ..."
128
+ }
action_sequences/ALE_Berzerk-v5/5/sequence.json ADDED
@@ -0,0 +1,166 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/Berzerk-v5",
3
+ "name": "5",
4
+ "actions": [
5
+ 6,
6
+ 2,
7
+ 2,
8
+ 2,
9
+ 2,
10
+ 2,
11
+ 2,
12
+ 2,
13
+ 2,
14
+ 11,
15
+ 11,
16
+ 11,
17
+ 3,
18
+ 3,
19
+ 3,
20
+ 3,
21
+ 3,
22
+ 3,
23
+ 3,
24
+ 2,
25
+ 2,
26
+ 2,
27
+ 2,
28
+ 0,
29
+ 0,
30
+ 0,
31
+ 0,
32
+ 0,
33
+ 0,
34
+ 0,
35
+ 10,
36
+ 12,
37
+ 12,
38
+ 12,
39
+ 3,
40
+ 3,
41
+ 3,
42
+ 2,
43
+ 2,
44
+ 12,
45
+ 4,
46
+ 4,
47
+ 2,
48
+ 2,
49
+ 1,
50
+ 2,
51
+ 2,
52
+ 2,
53
+ 2,
54
+ 4,
55
+ 4,
56
+ 4,
57
+ 2,
58
+ 4,
59
+ 4,
60
+ 4,
61
+ 4,
62
+ 4,
63
+ 4,
64
+ 4,
65
+ 4,
66
+ 4,
67
+ 4,
68
+ 4,
69
+ 4,
70
+ 4,
71
+ 2,
72
+ 2,
73
+ 2,
74
+ 2,
75
+ 2,
76
+ 2,
77
+ 2,
78
+ 2,
79
+ 12,
80
+ 12,
81
+ 12,
82
+ 12,
83
+ 2,
84
+ 4,
85
+ 4,
86
+ 4,
87
+ 2,
88
+ 4,
89
+ 4,
90
+ 4,
91
+ 4,
92
+ 4,
93
+ 5,
94
+ 5,
95
+ 5,
96
+ 5,
97
+ 5,
98
+ 5,
99
+ 5,
100
+ 5,
101
+ 5,
102
+ 5,
103
+ 5,
104
+ 6,
105
+ 12,
106
+ 4,
107
+ 4,
108
+ 5,
109
+ 5,
110
+ 5,
111
+ 5,
112
+ 5,
113
+ 5,
114
+ 5,
115
+ 5,
116
+ 5,
117
+ 5,
118
+ 5,
119
+ 5,
120
+ 5,
121
+ 5,
122
+ 0,
123
+ 0,
124
+ 0,
125
+ 0,
126
+ 0,
127
+ 5,
128
+ 5,
129
+ 5,
130
+ 5,
131
+ 5,
132
+ 5,
133
+ 5,
134
+ 5,
135
+ 5,
136
+ 5,
137
+ 3,
138
+ 3,
139
+ 3,
140
+ 3,
141
+ 3,
142
+ 3
143
+ ],
144
+ "action_info": {
145
+ "0": "NOOP",
146
+ "1": "Shoot",
147
+ "2": "Up",
148
+ "3": "Right",
149
+ "4": "Left",
150
+ "5": "Down",
151
+ "6": "Up+Right",
152
+ "7": "Up+Left",
153
+ "8": "Down+Right",
154
+ "9": "Down+Left",
155
+ "10": "Up+Shoot",
156
+ "11": "Right+Shoot",
157
+ "12": "Left+Shoot",
158
+ "13": "Down+Shoot",
159
+ "14": "Up+Right+Shoot",
160
+ "15": "Up+Left+Shoot",
161
+ "16": "Down+Right+Shoot",
162
+ "17": "Down+Left+Shoot"
163
+ },
164
+ "created_at": "2026-04-16T18:46:23",
165
+ "description": "138 actions: Up+Right, Up, Up, Up, Up, Up, Up, Up, Up, Right+Shoot, ..."
166
+ }
action_sequences/ALE_ChopperCommand-v5/1/sequence.json ADDED
@@ -0,0 +1,43 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/ChopperCommand-v5",
3
+ "name": "1",
4
+ "actions": [
5
+ 3,
6
+ 3,
7
+ 3,
8
+ 3,
9
+ 3,
10
+ 3,
11
+ 3,
12
+ 1,
13
+ 3,
14
+ 3,
15
+ 3,
16
+ 3,
17
+ 5,
18
+ 5,
19
+ 5
20
+ ],
21
+ "action_info": {
22
+ "0": "NOOP",
23
+ "1": "Shoot",
24
+ "2": "Up",
25
+ "3": "Right",
26
+ "4": "Left",
27
+ "5": "Down",
28
+ "6": "Up+Right",
29
+ "7": "Up+Left",
30
+ "8": "Down+Right",
31
+ "9": "Down+Left",
32
+ "10": "Up+Shoot",
33
+ "11": "Right+Shoot",
34
+ "12": "Left+Shoot",
35
+ "13": "Down+Shoot",
36
+ "14": "Up+Right+Shoot",
37
+ "15": "Up+Left+Shoot",
38
+ "16": "Down+Right+Shoot",
39
+ "17": "Down+Left+Shoot"
40
+ },
41
+ "created_at": "2026-04-16T18:29:39",
42
+ "description": "15 actions: Right, Right, Right, Right, Right, Right, Right, Shoot, Right, Right, ..."
43
+ }
action_sequences/ALE_ChopperCommand-v5/2/sequence.json ADDED
@@ -0,0 +1,72 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/ChopperCommand-v5",
3
+ "name": "2",
4
+ "actions": [
5
+ 3,
6
+ 3,
7
+ 3,
8
+ 3,
9
+ 3,
10
+ 3,
11
+ 3,
12
+ 1,
13
+ 3,
14
+ 3,
15
+ 3,
16
+ 3,
17
+ 5,
18
+ 5,
19
+ 5,
20
+ 2,
21
+ 2,
22
+ 3,
23
+ 3,
24
+ 3,
25
+ 3,
26
+ 3,
27
+ 3,
28
+ 3,
29
+ 3,
30
+ 3,
31
+ 3,
32
+ 3,
33
+ 3,
34
+ 3,
35
+ 3,
36
+ 3,
37
+ 3,
38
+ 1,
39
+ 2,
40
+ 10,
41
+ 10,
42
+ 11,
43
+ 3,
44
+ 3,
45
+ 3,
46
+ 3,
47
+ 3,
48
+ 3
49
+ ],
50
+ "action_info": {
51
+ "0": "NOOP",
52
+ "1": "Shoot",
53
+ "2": "Up",
54
+ "3": "Right",
55
+ "4": "Left",
56
+ "5": "Down",
57
+ "6": "Up+Right",
58
+ "7": "Up+Left",
59
+ "8": "Down+Right",
60
+ "9": "Down+Left",
61
+ "10": "Up+Shoot",
62
+ "11": "Right+Shoot",
63
+ "12": "Left+Shoot",
64
+ "13": "Down+Shoot",
65
+ "14": "Up+Right+Shoot",
66
+ "15": "Up+Left+Shoot",
67
+ "16": "Down+Right+Shoot",
68
+ "17": "Down+Left+Shoot"
69
+ },
70
+ "created_at": "2026-04-16T18:30:15",
71
+ "description": "44 actions: Right, Right, Right, Right, Right, Right, Right, Shoot, Right, Right, ..."
72
+ }
action_sequences/ALE_ChopperCommand-v5/3/sequence.json ADDED
@@ -0,0 +1,166 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/ChopperCommand-v5",
3
+ "name": "3",
4
+ "actions": [
5
+ 3,
6
+ 3,
7
+ 3,
8
+ 3,
9
+ 3,
10
+ 3,
11
+ 3,
12
+ 1,
13
+ 3,
14
+ 3,
15
+ 3,
16
+ 3,
17
+ 5,
18
+ 5,
19
+ 5,
20
+ 2,
21
+ 2,
22
+ 3,
23
+ 3,
24
+ 3,
25
+ 3,
26
+ 3,
27
+ 3,
28
+ 3,
29
+ 3,
30
+ 3,
31
+ 3,
32
+ 3,
33
+ 3,
34
+ 3,
35
+ 3,
36
+ 3,
37
+ 3,
38
+ 1,
39
+ 2,
40
+ 10,
41
+ 10,
42
+ 11,
43
+ 3,
44
+ 3,
45
+ 3,
46
+ 3,
47
+ 3,
48
+ 3,
49
+ 4,
50
+ 4,
51
+ 4,
52
+ 4,
53
+ 4,
54
+ 4,
55
+ 4,
56
+ 4,
57
+ 4,
58
+ 4,
59
+ 4,
60
+ 4,
61
+ 4,
62
+ 4,
63
+ 4,
64
+ 4,
65
+ 4,
66
+ 4,
67
+ 4,
68
+ 5,
69
+ 5,
70
+ 4,
71
+ 5,
72
+ 5,
73
+ 5,
74
+ 1,
75
+ 5,
76
+ 5,
77
+ 5,
78
+ 2,
79
+ 2,
80
+ 4,
81
+ 4,
82
+ 4,
83
+ 4,
84
+ 4,
85
+ 4,
86
+ 4,
87
+ 4,
88
+ 4,
89
+ 4,
90
+ 4,
91
+ 4,
92
+ 4,
93
+ 4,
94
+ 4,
95
+ 4,
96
+ 4,
97
+ 4,
98
+ 4,
99
+ 4,
100
+ 4,
101
+ 4,
102
+ 4,
103
+ 4,
104
+ 4,
105
+ 4,
106
+ 4,
107
+ 4,
108
+ 4,
109
+ 4,
110
+ 4,
111
+ 4,
112
+ 2,
113
+ 2,
114
+ 1,
115
+ 5,
116
+ 5,
117
+ 2,
118
+ 2,
119
+ 4,
120
+ 4,
121
+ 4,
122
+ 4,
123
+ 4,
124
+ 4,
125
+ 4,
126
+ 4,
127
+ 4,
128
+ 4,
129
+ 4,
130
+ 2,
131
+ 5,
132
+ 5,
133
+ 5,
134
+ 5,
135
+ 4,
136
+ 4,
137
+ 4,
138
+ 4,
139
+ 4,
140
+ 2,
141
+ 2,
142
+ 2
143
+ ],
144
+ "action_info": {
145
+ "0": "NOOP",
146
+ "1": "Shoot",
147
+ "2": "Up",
148
+ "3": "Right",
149
+ "4": "Left",
150
+ "5": "Down",
151
+ "6": "Up+Right",
152
+ "7": "Up+Left",
153
+ "8": "Down+Right",
154
+ "9": "Down+Left",
155
+ "10": "Up+Shoot",
156
+ "11": "Right+Shoot",
157
+ "12": "Left+Shoot",
158
+ "13": "Down+Shoot",
159
+ "14": "Up+Right+Shoot",
160
+ "15": "Up+Left+Shoot",
161
+ "16": "Down+Right+Shoot",
162
+ "17": "Down+Left+Shoot"
163
+ },
164
+ "created_at": "2026-04-16T18:30:55",
165
+ "description": "138 actions: Right, Right, Right, Right, Right, Right, Right, Shoot, Right, Right, ..."
166
+ }
action_sequences/ALE_ChopperCommand-v5/4/sequence.json ADDED
@@ -0,0 +1,197 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/ChopperCommand-v5",
3
+ "name": "4",
4
+ "actions": [
5
+ 3,
6
+ 3,
7
+ 3,
8
+ 3,
9
+ 3,
10
+ 3,
11
+ 3,
12
+ 1,
13
+ 3,
14
+ 3,
15
+ 3,
16
+ 3,
17
+ 5,
18
+ 5,
19
+ 5,
20
+ 2,
21
+ 2,
22
+ 3,
23
+ 3,
24
+ 3,
25
+ 3,
26
+ 3,
27
+ 3,
28
+ 3,
29
+ 3,
30
+ 3,
31
+ 3,
32
+ 3,
33
+ 3,
34
+ 3,
35
+ 3,
36
+ 3,
37
+ 3,
38
+ 1,
39
+ 2,
40
+ 10,
41
+ 10,
42
+ 11,
43
+ 3,
44
+ 3,
45
+ 3,
46
+ 3,
47
+ 3,
48
+ 3,
49
+ 4,
50
+ 4,
51
+ 4,
52
+ 4,
53
+ 4,
54
+ 4,
55
+ 4,
56
+ 4,
57
+ 4,
58
+ 4,
59
+ 4,
60
+ 4,
61
+ 4,
62
+ 4,
63
+ 4,
64
+ 4,
65
+ 4,
66
+ 4,
67
+ 4,
68
+ 5,
69
+ 5,
70
+ 4,
71
+ 5,
72
+ 5,
73
+ 5,
74
+ 1,
75
+ 5,
76
+ 5,
77
+ 5,
78
+ 2,
79
+ 2,
80
+ 4,
81
+ 4,
82
+ 4,
83
+ 4,
84
+ 4,
85
+ 4,
86
+ 4,
87
+ 4,
88
+ 4,
89
+ 4,
90
+ 4,
91
+ 4,
92
+ 4,
93
+ 4,
94
+ 4,
95
+ 4,
96
+ 4,
97
+ 4,
98
+ 4,
99
+ 4,
100
+ 4,
101
+ 4,
102
+ 4,
103
+ 4,
104
+ 4,
105
+ 4,
106
+ 4,
107
+ 4,
108
+ 4,
109
+ 4,
110
+ 4,
111
+ 4,
112
+ 2,
113
+ 2,
114
+ 1,
115
+ 5,
116
+ 5,
117
+ 2,
118
+ 2,
119
+ 4,
120
+ 4,
121
+ 4,
122
+ 4,
123
+ 4,
124
+ 4,
125
+ 4,
126
+ 4,
127
+ 4,
128
+ 4,
129
+ 4,
130
+ 2,
131
+ 5,
132
+ 5,
133
+ 5,
134
+ 5,
135
+ 4,
136
+ 4,
137
+ 4,
138
+ 4,
139
+ 4,
140
+ 2,
141
+ 2,
142
+ 2,
143
+ 2,
144
+ 2,
145
+ 4,
146
+ 4,
147
+ 4,
148
+ 4,
149
+ 4,
150
+ 2,
151
+ 2,
152
+ 2,
153
+ 1,
154
+ 1,
155
+ 4,
156
+ 4,
157
+ 4,
158
+ 4,
159
+ 4,
160
+ 4,
161
+ 4,
162
+ 4,
163
+ 4,
164
+ 4,
165
+ 4,
166
+ 4,
167
+ 4,
168
+ 4,
169
+ 4,
170
+ 4,
171
+ 4,
172
+ 4,
173
+ 4
174
+ ],
175
+ "action_info": {
176
+ "0": "NOOP",
177
+ "1": "Shoot",
178
+ "2": "Up",
179
+ "3": "Right",
180
+ "4": "Left",
181
+ "5": "Down",
182
+ "6": "Up+Right",
183
+ "7": "Up+Left",
184
+ "8": "Down+Right",
185
+ "9": "Down+Left",
186
+ "10": "Up+Shoot",
187
+ "11": "Right+Shoot",
188
+ "12": "Left+Shoot",
189
+ "13": "Down+Shoot",
190
+ "14": "Up+Right+Shoot",
191
+ "15": "Up+Left+Shoot",
192
+ "16": "Down+Right+Shoot",
193
+ "17": "Down+Left+Shoot"
194
+ },
195
+ "created_at": "2026-04-16T18:31:33",
196
+ "description": "169 actions: Right, Right, Right, Right, Right, Right, Right, Shoot, Right, Right, ..."
197
+ }
action_sequences/ALE_ChopperCommand-v5/5/sequence.json ADDED
@@ -0,0 +1,221 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/ChopperCommand-v5",
3
+ "name": "5",
4
+ "actions": [
5
+ 3,
6
+ 3,
7
+ 3,
8
+ 3,
9
+ 3,
10
+ 3,
11
+ 3,
12
+ 1,
13
+ 3,
14
+ 3,
15
+ 3,
16
+ 3,
17
+ 5,
18
+ 5,
19
+ 5,
20
+ 2,
21
+ 2,
22
+ 3,
23
+ 3,
24
+ 3,
25
+ 3,
26
+ 3,
27
+ 3,
28
+ 3,
29
+ 3,
30
+ 3,
31
+ 3,
32
+ 3,
33
+ 3,
34
+ 3,
35
+ 3,
36
+ 3,
37
+ 3,
38
+ 1,
39
+ 2,
40
+ 10,
41
+ 10,
42
+ 11,
43
+ 3,
44
+ 3,
45
+ 3,
46
+ 3,
47
+ 3,
48
+ 3,
49
+ 4,
50
+ 4,
51
+ 4,
52
+ 4,
53
+ 4,
54
+ 4,
55
+ 4,
56
+ 4,
57
+ 4,
58
+ 4,
59
+ 4,
60
+ 4,
61
+ 4,
62
+ 4,
63
+ 4,
64
+ 4,
65
+ 4,
66
+ 4,
67
+ 4,
68
+ 5,
69
+ 5,
70
+ 4,
71
+ 5,
72
+ 5,
73
+ 5,
74
+ 1,
75
+ 5,
76
+ 5,
77
+ 5,
78
+ 2,
79
+ 2,
80
+ 4,
81
+ 4,
82
+ 4,
83
+ 4,
84
+ 4,
85
+ 4,
86
+ 4,
87
+ 4,
88
+ 4,
89
+ 4,
90
+ 4,
91
+ 4,
92
+ 4,
93
+ 4,
94
+ 4,
95
+ 4,
96
+ 4,
97
+ 4,
98
+ 4,
99
+ 4,
100
+ 4,
101
+ 4,
102
+ 4,
103
+ 4,
104
+ 4,
105
+ 4,
106
+ 4,
107
+ 4,
108
+ 4,
109
+ 4,
110
+ 4,
111
+ 4,
112
+ 2,
113
+ 2,
114
+ 1,
115
+ 5,
116
+ 5,
117
+ 2,
118
+ 2,
119
+ 4,
120
+ 4,
121
+ 4,
122
+ 4,
123
+ 4,
124
+ 4,
125
+ 4,
126
+ 4,
127
+ 4,
128
+ 4,
129
+ 4,
130
+ 2,
131
+ 5,
132
+ 5,
133
+ 5,
134
+ 5,
135
+ 4,
136
+ 4,
137
+ 4,
138
+ 4,
139
+ 4,
140
+ 2,
141
+ 2,
142
+ 2,
143
+ 2,
144
+ 2,
145
+ 4,
146
+ 4,
147
+ 4,
148
+ 4,
149
+ 4,
150
+ 2,
151
+ 2,
152
+ 2,
153
+ 1,
154
+ 1,
155
+ 4,
156
+ 4,
157
+ 4,
158
+ 4,
159
+ 4,
160
+ 4,
161
+ 4,
162
+ 4,
163
+ 4,
164
+ 4,
165
+ 4,
166
+ 4,
167
+ 4,
168
+ 4,
169
+ 4,
170
+ 4,
171
+ 4,
172
+ 4,
173
+ 4,
174
+ 1,
175
+ 1,
176
+ 4,
177
+ 4,
178
+ 4,
179
+ 4,
180
+ 4,
181
+ 4,
182
+ 4,
183
+ 4,
184
+ 4,
185
+ 4,
186
+ 4,
187
+ 4,
188
+ 4,
189
+ 4,
190
+ 4,
191
+ 4,
192
+ 4,
193
+ 4,
194
+ 4,
195
+ 4,
196
+ 4,
197
+ 4
198
+ ],
199
+ "action_info": {
200
+ "0": "NOOP",
201
+ "1": "Shoot",
202
+ "2": "Up",
203
+ "3": "Right",
204
+ "4": "Left",
205
+ "5": "Down",
206
+ "6": "Up+Right",
207
+ "7": "Up+Left",
208
+ "8": "Down+Right",
209
+ "9": "Down+Left",
210
+ "10": "Up+Shoot",
211
+ "11": "Right+Shoot",
212
+ "12": "Left+Shoot",
213
+ "13": "Down+Shoot",
214
+ "14": "Up+Right+Shoot",
215
+ "15": "Up+Left+Shoot",
216
+ "16": "Down+Right+Shoot",
217
+ "17": "Down+Left+Shoot"
218
+ },
219
+ "created_at": "2026-04-16T18:31:58",
220
+ "description": "193 actions: Right, Right, Right, Right, Right, Right, Right, Shoot, Right, Right, ..."
221
+ }
action_sequences/ALE_DemonAttack-v5/level1_state1_skip20/sequence.json ADDED
@@ -0,0 +1,21 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/DemonAttack-v5",
3
+ "name": "level1_state1_skip20",
4
+ "actions": [
5
+ 2,
6
+ 2,
7
+ 0,
8
+ 0,
9
+ 0
10
+ ],
11
+ "action_info": {
12
+ "0": "NOOP",
13
+ "1": "Shoot",
14
+ "2": "Right",
15
+ "3": "Left",
16
+ "4": "Right+Shoot",
17
+ "5": "Left+Shoot"
18
+ },
19
+ "created_at": "2026-04-07T14:40:03",
20
+ "description": "5 actions: Right, Right, NOOP, NOOP, NOOP"
21
+ }
action_sequences/ALE_DemonAttack-v5/level1_state2_skip20/sequence.json ADDED
@@ -0,0 +1,30 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/DemonAttack-v5",
3
+ "name": "level1_state2_skip20",
4
+ "actions": [
5
+ 2,
6
+ 2,
7
+ 0,
8
+ 0,
9
+ 0,
10
+ 0,
11
+ 0,
12
+ 0,
13
+ 0,
14
+ 0,
15
+ 3,
16
+ 3,
17
+ 3,
18
+ 3
19
+ ],
20
+ "action_info": {
21
+ "0": "NOOP",
22
+ "1": "Shoot",
23
+ "2": "Right",
24
+ "3": "Left",
25
+ "4": "Right+Shoot",
26
+ "5": "Left+Shoot"
27
+ },
28
+ "created_at": "2026-04-07T14:41:46",
29
+ "description": "14 actions: Right, Right, NOOP, NOOP, NOOP, NOOP, NOOP, NOOP, NOOP, NOOP, ..."
30
+ }
action_sequences/ALE_DemonAttack-v5/level1_state3_skip20/sequence.json ADDED
@@ -0,0 +1,42 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/DemonAttack-v5",
3
+ "name": "level1_state3_skip20",
4
+ "actions": [
5
+ 2,
6
+ 2,
7
+ 0,
8
+ 0,
9
+ 0,
10
+ 0,
11
+ 0,
12
+ 0,
13
+ 0,
14
+ 0,
15
+ 3,
16
+ 3,
17
+ 3,
18
+ 3,
19
+ 0,
20
+ 0,
21
+ 0,
22
+ 0,
23
+ 0,
24
+ 0,
25
+ 0,
26
+ 0,
27
+ 0,
28
+ 2,
29
+ 2,
30
+ 2
31
+ ],
32
+ "action_info": {
33
+ "0": "NOOP",
34
+ "1": "Shoot",
35
+ "2": "Right",
36
+ "3": "Left",
37
+ "4": "Right+Shoot",
38
+ "5": "Left+Shoot"
39
+ },
40
+ "created_at": "2026-04-07T14:42:13",
41
+ "description": "26 actions: Right, Right, NOOP, NOOP, NOOP, NOOP, NOOP, NOOP, NOOP, NOOP, ..."
42
+ }
action_sequences/ALE_DemonAttack-v5/level1_state4_skip20/sequence.json ADDED
@@ -0,0 +1,60 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/DemonAttack-v5",
3
+ "name": "level1_state4_skip20",
4
+ "actions": [
5
+ 2,
6
+ 2,
7
+ 0,
8
+ 0,
9
+ 0,
10
+ 0,
11
+ 0,
12
+ 0,
13
+ 0,
14
+ 0,
15
+ 3,
16
+ 3,
17
+ 3,
18
+ 3,
19
+ 0,
20
+ 0,
21
+ 0,
22
+ 0,
23
+ 0,
24
+ 0,
25
+ 0,
26
+ 0,
27
+ 0,
28
+ 2,
29
+ 2,
30
+ 2,
31
+ 1,
32
+ 1,
33
+ 1,
34
+ 1,
35
+ 1,
36
+ 3,
37
+ 3,
38
+ 2,
39
+ 2,
40
+ 2,
41
+ 2,
42
+ 2,
43
+ 2,
44
+ 3,
45
+ 3,
46
+ 3,
47
+ 3,
48
+ 3
49
+ ],
50
+ "action_info": {
51
+ "0": "NOOP",
52
+ "1": "Shoot",
53
+ "2": "Right",
54
+ "3": "Left",
55
+ "4": "Right+Shoot",
56
+ "5": "Left+Shoot"
57
+ },
58
+ "created_at": "2026-04-07T14:42:36",
59
+ "description": "44 actions: Right, Right, NOOP, NOOP, NOOP, NOOP, NOOP, NOOP, NOOP, NOOP, ..."
60
+ }
action_sequences/ALE_DemonAttack-v5/level1_state5_skip20/sequence.json ADDED
@@ -0,0 +1,86 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/DemonAttack-v5",
3
+ "name": "level1_state5_skip20",
4
+ "actions": [
5
+ 2,
6
+ 2,
7
+ 0,
8
+ 0,
9
+ 0,
10
+ 0,
11
+ 0,
12
+ 0,
13
+ 0,
14
+ 0,
15
+ 3,
16
+ 3,
17
+ 3,
18
+ 3,
19
+ 0,
20
+ 0,
21
+ 0,
22
+ 0,
23
+ 0,
24
+ 0,
25
+ 0,
26
+ 0,
27
+ 0,
28
+ 2,
29
+ 2,
30
+ 2,
31
+ 1,
32
+ 1,
33
+ 1,
34
+ 1,
35
+ 1,
36
+ 3,
37
+ 3,
38
+ 2,
39
+ 2,
40
+ 2,
41
+ 2,
42
+ 2,
43
+ 2,
44
+ 3,
45
+ 3,
46
+ 3,
47
+ 3,
48
+ 3,
49
+ 3,
50
+ 3,
51
+ 2,
52
+ 2,
53
+ 2,
54
+ 1,
55
+ 1,
56
+ 1,
57
+ 3,
58
+ 1,
59
+ 2,
60
+ 2,
61
+ 1,
62
+ 1,
63
+ 1,
64
+ 1,
65
+ 1,
66
+ 1,
67
+ 3,
68
+ 3,
69
+ 0,
70
+ 0,
71
+ 0,
72
+ 0,
73
+ 0,
74
+ 0
75
+ ],
76
+ "action_info": {
77
+ "0": "NOOP",
78
+ "1": "Shoot",
79
+ "2": "Right",
80
+ "3": "Left",
81
+ "4": "Right+Shoot",
82
+ "5": "Left+Shoot"
83
+ },
84
+ "created_at": "2026-04-07T14:43:14",
85
+ "description": "70 actions: Right, Right, NOOP, NOOP, NOOP, NOOP, NOOP, NOOP, NOOP, NOOP, ..."
86
+ }
action_sequences/ALE_DemonAttack-v5/level2_state1_skip50/sequence.json ADDED
@@ -0,0 +1,111 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/DemonAttack-v5",
3
+ "name": "level2_state1_skip50",
4
+ "actions": [
5
+ 1,
6
+ 1,
7
+ 3,
8
+ 3,
9
+ 3,
10
+ 1,
11
+ 1,
12
+ 2,
13
+ 2,
14
+ 1,
15
+ 1,
16
+ 2,
17
+ 2,
18
+ 2,
19
+ 2,
20
+ 1,
21
+ 1,
22
+ 1,
23
+ 1,
24
+ 3,
25
+ 2,
26
+ 2,
27
+ 1,
28
+ 1,
29
+ 3,
30
+ 3,
31
+ 3,
32
+ 3,
33
+ 3,
34
+ 3,
35
+ 3,
36
+ 1,
37
+ 1,
38
+ 2,
39
+ 2,
40
+ 1,
41
+ 1,
42
+ 1,
43
+ 2,
44
+ 2,
45
+ 1,
46
+ 1,
47
+ 2,
48
+ 3,
49
+ 3,
50
+ 3,
51
+ 1,
52
+ 1,
53
+ 2,
54
+ 2,
55
+ 2,
56
+ 3,
57
+ 1,
58
+ 1,
59
+ 3,
60
+ 3,
61
+ 1,
62
+ 1,
63
+ 1,
64
+ 2,
65
+ 2,
66
+ 1,
67
+ 1,
68
+ 1,
69
+ 2,
70
+ 2,
71
+ 1,
72
+ 1,
73
+ 1,
74
+ 3,
75
+ 3,
76
+ 3,
77
+ 3,
78
+ 0,
79
+ 0,
80
+ 0,
81
+ 0,
82
+ 0,
83
+ 0,
84
+ 0,
85
+ 0,
86
+ 0,
87
+ 0,
88
+ 0,
89
+ 0,
90
+ 0,
91
+ 0,
92
+ 0,
93
+ 0,
94
+ 0,
95
+ 0,
96
+ 0,
97
+ 0,
98
+ 0,
99
+ 0
100
+ ],
101
+ "action_info": {
102
+ "0": "NOOP",
103
+ "1": "Shoot",
104
+ "2": "Right",
105
+ "3": "Left",
106
+ "4": "Right+Shoot",
107
+ "5": "Left+Shoot"
108
+ },
109
+ "created_at": "2026-04-07T14:47:30",
110
+ "description": "95 actions: Shoot, Shoot, Left, Left, Left, Shoot, Shoot, Right, Right, Shoot, ..."
111
+ }
action_sequences/ALE_DemonAttack-v5/level2_state2_skip50/sequence.json ADDED
@@ -0,0 +1,120 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/DemonAttack-v5",
3
+ "name": "level2_state2_skip50",
4
+ "actions": [
5
+ 1,
6
+ 1,
7
+ 3,
8
+ 3,
9
+ 3,
10
+ 1,
11
+ 1,
12
+ 2,
13
+ 2,
14
+ 1,
15
+ 1,
16
+ 2,
17
+ 2,
18
+ 2,
19
+ 2,
20
+ 1,
21
+ 1,
22
+ 1,
23
+ 1,
24
+ 3,
25
+ 2,
26
+ 2,
27
+ 1,
28
+ 1,
29
+ 3,
30
+ 3,
31
+ 3,
32
+ 3,
33
+ 3,
34
+ 3,
35
+ 3,
36
+ 1,
37
+ 1,
38
+ 2,
39
+ 2,
40
+ 1,
41
+ 1,
42
+ 1,
43
+ 2,
44
+ 2,
45
+ 1,
46
+ 1,
47
+ 2,
48
+ 3,
49
+ 3,
50
+ 3,
51
+ 1,
52
+ 1,
53
+ 2,
54
+ 2,
55
+ 2,
56
+ 3,
57
+ 1,
58
+ 1,
59
+ 3,
60
+ 3,
61
+ 1,
62
+ 1,
63
+ 1,
64
+ 2,
65
+ 2,
66
+ 1,
67
+ 1,
68
+ 1,
69
+ 2,
70
+ 2,
71
+ 1,
72
+ 1,
73
+ 1,
74
+ 3,
75
+ 3,
76
+ 3,
77
+ 3,
78
+ 0,
79
+ 0,
80
+ 0,
81
+ 0,
82
+ 0,
83
+ 0,
84
+ 0,
85
+ 0,
86
+ 0,
87
+ 0,
88
+ 0,
89
+ 0,
90
+ 0,
91
+ 0,
92
+ 0,
93
+ 0,
94
+ 0,
95
+ 0,
96
+ 0,
97
+ 0,
98
+ 0,
99
+ 0,
100
+ 2,
101
+ 2,
102
+ 1,
103
+ 1,
104
+ 1,
105
+ 3,
106
+ 3,
107
+ 3,
108
+ 3
109
+ ],
110
+ "action_info": {
111
+ "0": "NOOP",
112
+ "1": "Shoot",
113
+ "2": "Right",
114
+ "3": "Left",
115
+ "4": "Right+Shoot",
116
+ "5": "Left+Shoot"
117
+ },
118
+ "created_at": "2026-04-07T14:47:49",
119
+ "description": "104 actions: Shoot, Shoot, Left, Left, Left, Shoot, Shoot, Right, Right, Shoot, ..."
120
+ }
action_sequences/ALE_DemonAttack-v5/level2_state3_skip50/sequence.json ADDED
@@ -0,0 +1,125 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/DemonAttack-v5",
3
+ "name": "level2_state3_skip50",
4
+ "actions": [
5
+ 1,
6
+ 1,
7
+ 3,
8
+ 3,
9
+ 3,
10
+ 1,
11
+ 1,
12
+ 2,
13
+ 2,
14
+ 1,
15
+ 1,
16
+ 2,
17
+ 2,
18
+ 2,
19
+ 2,
20
+ 1,
21
+ 1,
22
+ 1,
23
+ 1,
24
+ 3,
25
+ 2,
26
+ 2,
27
+ 1,
28
+ 1,
29
+ 3,
30
+ 3,
31
+ 3,
32
+ 3,
33
+ 3,
34
+ 3,
35
+ 3,
36
+ 1,
37
+ 1,
38
+ 2,
39
+ 2,
40
+ 1,
41
+ 1,
42
+ 1,
43
+ 2,
44
+ 2,
45
+ 1,
46
+ 1,
47
+ 2,
48
+ 3,
49
+ 3,
50
+ 3,
51
+ 1,
52
+ 1,
53
+ 2,
54
+ 2,
55
+ 2,
56
+ 3,
57
+ 1,
58
+ 1,
59
+ 3,
60
+ 3,
61
+ 1,
62
+ 1,
63
+ 1,
64
+ 2,
65
+ 2,
66
+ 1,
67
+ 1,
68
+ 1,
69
+ 2,
70
+ 2,
71
+ 1,
72
+ 1,
73
+ 1,
74
+ 3,
75
+ 3,
76
+ 3,
77
+ 3,
78
+ 0,
79
+ 0,
80
+ 0,
81
+ 0,
82
+ 0,
83
+ 0,
84
+ 0,
85
+ 0,
86
+ 0,
87
+ 0,
88
+ 0,
89
+ 0,
90
+ 0,
91
+ 0,
92
+ 0,
93
+ 0,
94
+ 0,
95
+ 0,
96
+ 0,
97
+ 0,
98
+ 0,
99
+ 0,
100
+ 2,
101
+ 2,
102
+ 1,
103
+ 1,
104
+ 1,
105
+ 3,
106
+ 3,
107
+ 3,
108
+ 3,
109
+ 0,
110
+ 0,
111
+ 0,
112
+ 0,
113
+ 2
114
+ ],
115
+ "action_info": {
116
+ "0": "NOOP",
117
+ "1": "Shoot",
118
+ "2": "Right",
119
+ "3": "Left",
120
+ "4": "Right+Shoot",
121
+ "5": "Left+Shoot"
122
+ },
123
+ "created_at": "2026-04-07T14:48:03",
124
+ "description": "109 actions: Shoot, Shoot, Left, Left, Left, Shoot, Shoot, Right, Right, Shoot, ..."
125
+ }
action_sequences/ALE_DemonAttack-v5/level2_state4_skip50/sequence.json ADDED
@@ -0,0 +1,147 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/DemonAttack-v5",
3
+ "name": "level2_state4_skip50",
4
+ "actions": [
5
+ 1,
6
+ 1,
7
+ 3,
8
+ 3,
9
+ 3,
10
+ 1,
11
+ 1,
12
+ 2,
13
+ 2,
14
+ 1,
15
+ 1,
16
+ 2,
17
+ 2,
18
+ 2,
19
+ 2,
20
+ 1,
21
+ 1,
22
+ 1,
23
+ 1,
24
+ 3,
25
+ 2,
26
+ 2,
27
+ 1,
28
+ 1,
29
+ 3,
30
+ 3,
31
+ 3,
32
+ 3,
33
+ 3,
34
+ 3,
35
+ 3,
36
+ 1,
37
+ 1,
38
+ 2,
39
+ 2,
40
+ 1,
41
+ 1,
42
+ 1,
43
+ 2,
44
+ 2,
45
+ 1,
46
+ 1,
47
+ 2,
48
+ 3,
49
+ 3,
50
+ 3,
51
+ 1,
52
+ 1,
53
+ 2,
54
+ 2,
55
+ 2,
56
+ 3,
57
+ 1,
58
+ 1,
59
+ 3,
60
+ 3,
61
+ 1,
62
+ 1,
63
+ 1,
64
+ 2,
65
+ 2,
66
+ 1,
67
+ 1,
68
+ 1,
69
+ 2,
70
+ 2,
71
+ 1,
72
+ 1,
73
+ 1,
74
+ 3,
75
+ 3,
76
+ 3,
77
+ 3,
78
+ 0,
79
+ 0,
80
+ 0,
81
+ 0,
82
+ 0,
83
+ 0,
84
+ 0,
85
+ 0,
86
+ 0,
87
+ 0,
88
+ 0,
89
+ 0,
90
+ 0,
91
+ 0,
92
+ 0,
93
+ 0,
94
+ 0,
95
+ 0,
96
+ 0,
97
+ 0,
98
+ 0,
99
+ 0,
100
+ 2,
101
+ 2,
102
+ 1,
103
+ 1,
104
+ 1,
105
+ 3,
106
+ 3,
107
+ 3,
108
+ 3,
109
+ 0,
110
+ 0,
111
+ 0,
112
+ 0,
113
+ 2,
114
+ 1,
115
+ 1,
116
+ 1,
117
+ 2,
118
+ 1,
119
+ 1,
120
+ 1,
121
+ 1,
122
+ 1,
123
+ 1,
124
+ 1,
125
+ 1,
126
+ 1,
127
+ 3,
128
+ 1,
129
+ 1,
130
+ 1,
131
+ 2,
132
+ 3,
133
+ 3,
134
+ 3,
135
+ 2
136
+ ],
137
+ "action_info": {
138
+ "0": "NOOP",
139
+ "1": "Shoot",
140
+ "2": "Right",
141
+ "3": "Left",
142
+ "4": "Right+Shoot",
143
+ "5": "Left+Shoot"
144
+ },
145
+ "created_at": "2026-04-07T14:48:25",
146
+ "description": "131 actions: Shoot, Shoot, Left, Left, Left, Shoot, Shoot, Right, Right, Shoot, ..."
147
+ }
action_sequences/ALE_DemonAttack-v5/level2_state5_skip50/sequence.json ADDED
@@ -0,0 +1,166 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/DemonAttack-v5",
3
+ "name": "level2_state5_skip50",
4
+ "actions": [
5
+ 1,
6
+ 1,
7
+ 3,
8
+ 3,
9
+ 3,
10
+ 1,
11
+ 1,
12
+ 2,
13
+ 2,
14
+ 1,
15
+ 1,
16
+ 2,
17
+ 2,
18
+ 2,
19
+ 2,
20
+ 1,
21
+ 1,
22
+ 1,
23
+ 1,
24
+ 3,
25
+ 2,
26
+ 2,
27
+ 1,
28
+ 1,
29
+ 3,
30
+ 3,
31
+ 3,
32
+ 3,
33
+ 3,
34
+ 3,
35
+ 3,
36
+ 1,
37
+ 1,
38
+ 2,
39
+ 2,
40
+ 1,
41
+ 1,
42
+ 1,
43
+ 2,
44
+ 2,
45
+ 1,
46
+ 1,
47
+ 2,
48
+ 3,
49
+ 3,
50
+ 3,
51
+ 1,
52
+ 1,
53
+ 2,
54
+ 2,
55
+ 2,
56
+ 3,
57
+ 1,
58
+ 1,
59
+ 3,
60
+ 3,
61
+ 1,
62
+ 1,
63
+ 1,
64
+ 2,
65
+ 2,
66
+ 1,
67
+ 1,
68
+ 1,
69
+ 2,
70
+ 2,
71
+ 1,
72
+ 1,
73
+ 1,
74
+ 3,
75
+ 3,
76
+ 3,
77
+ 3,
78
+ 0,
79
+ 0,
80
+ 0,
81
+ 0,
82
+ 0,
83
+ 0,
84
+ 0,
85
+ 0,
86
+ 0,
87
+ 0,
88
+ 0,
89
+ 0,
90
+ 0,
91
+ 0,
92
+ 0,
93
+ 0,
94
+ 0,
95
+ 0,
96
+ 0,
97
+ 0,
98
+ 0,
99
+ 0,
100
+ 2,
101
+ 2,
102
+ 1,
103
+ 1,
104
+ 1,
105
+ 3,
106
+ 3,
107
+ 3,
108
+ 3,
109
+ 0,
110
+ 0,
111
+ 0,
112
+ 0,
113
+ 2,
114
+ 1,
115
+ 1,
116
+ 1,
117
+ 2,
118
+ 1,
119
+ 1,
120
+ 1,
121
+ 1,
122
+ 1,
123
+ 1,
124
+ 1,
125
+ 1,
126
+ 1,
127
+ 3,
128
+ 1,
129
+ 1,
130
+ 1,
131
+ 2,
132
+ 3,
133
+ 3,
134
+ 3,
135
+ 2,
136
+ 2,
137
+ 2,
138
+ 1,
139
+ 1,
140
+ 3,
141
+ 3,
142
+ 2,
143
+ 3,
144
+ 2,
145
+ 2,
146
+ 2,
147
+ 2,
148
+ 1,
149
+ 1,
150
+ 1,
151
+ 1,
152
+ 3,
153
+ 3,
154
+ 2
155
+ ],
156
+ "action_info": {
157
+ "0": "NOOP",
158
+ "1": "Shoot",
159
+ "2": "Right",
160
+ "3": "Left",
161
+ "4": "Right+Shoot",
162
+ "5": "Left+Shoot"
163
+ },
164
+ "created_at": "2026-04-07T14:48:59",
165
+ "description": "150 actions: Shoot, Shoot, Left, Left, Left, Shoot, Shoot, Right, Right, Shoot, ..."
166
+ }
action_sequences/ALE_DemonAttack-v5/level3_state1_skip50/sequence.json ADDED
@@ -0,0 +1,184 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/DemonAttack-v5",
3
+ "name": "level3_state1_skip50",
4
+ "actions": [
5
+ 1,
6
+ 1,
7
+ 3,
8
+ 3,
9
+ 3,
10
+ 1,
11
+ 1,
12
+ 2,
13
+ 2,
14
+ 1,
15
+ 1,
16
+ 2,
17
+ 2,
18
+ 2,
19
+ 2,
20
+ 1,
21
+ 1,
22
+ 1,
23
+ 1,
24
+ 3,
25
+ 2,
26
+ 2,
27
+ 1,
28
+ 1,
29
+ 3,
30
+ 3,
31
+ 3,
32
+ 3,
33
+ 3,
34
+ 3,
35
+ 3,
36
+ 1,
37
+ 1,
38
+ 2,
39
+ 2,
40
+ 1,
41
+ 1,
42
+ 1,
43
+ 2,
44
+ 2,
45
+ 1,
46
+ 1,
47
+ 2,
48
+ 3,
49
+ 3,
50
+ 3,
51
+ 1,
52
+ 1,
53
+ 2,
54
+ 2,
55
+ 2,
56
+ 3,
57
+ 1,
58
+ 1,
59
+ 3,
60
+ 3,
61
+ 1,
62
+ 1,
63
+ 1,
64
+ 2,
65
+ 2,
66
+ 1,
67
+ 1,
68
+ 1,
69
+ 2,
70
+ 2,
71
+ 1,
72
+ 1,
73
+ 1,
74
+ 3,
75
+ 3,
76
+ 3,
77
+ 3,
78
+ 0,
79
+ 0,
80
+ 0,
81
+ 0,
82
+ 0,
83
+ 0,
84
+ 0,
85
+ 0,
86
+ 0,
87
+ 0,
88
+ 0,
89
+ 0,
90
+ 0,
91
+ 0,
92
+ 0,
93
+ 0,
94
+ 0,
95
+ 0,
96
+ 0,
97
+ 0,
98
+ 0,
99
+ 1,
100
+ 1,
101
+ 2,
102
+ 2,
103
+ 3,
104
+ 1,
105
+ 1,
106
+ 1,
107
+ 1,
108
+ 2,
109
+ 2,
110
+ 3,
111
+ 3,
112
+ 3,
113
+ 3,
114
+ 5,
115
+ 2,
116
+ 2,
117
+ 2,
118
+ 3,
119
+ 3,
120
+ 1,
121
+ 1,
122
+ 1,
123
+ 3,
124
+ 0,
125
+ 0,
126
+ 0,
127
+ 2,
128
+ 4,
129
+ 2,
130
+ 3,
131
+ 1,
132
+ 1,
133
+ 1,
134
+ 1,
135
+ 1,
136
+ 3,
137
+ 3,
138
+ 2,
139
+ 2,
140
+ 2,
141
+ 4,
142
+ 0,
143
+ 0,
144
+ 3,
145
+ 5,
146
+ 3,
147
+ 3,
148
+ 3,
149
+ 2,
150
+ 2,
151
+ 2,
152
+ 2,
153
+ 2,
154
+ 1,
155
+ 2,
156
+ 2,
157
+ 5,
158
+ 0,
159
+ 0,
160
+ 0,
161
+ 0,
162
+ 0,
163
+ 3,
164
+ 3,
165
+ 3,
166
+ 2,
167
+ 3,
168
+ 0,
169
+ 0,
170
+ 0,
171
+ 0,
172
+ 2
173
+ ],
174
+ "action_info": {
175
+ "0": "NOOP",
176
+ "1": "Shoot",
177
+ "2": "Right",
178
+ "3": "Left",
179
+ "4": "Right+Shoot",
180
+ "5": "Left+Shoot"
181
+ },
182
+ "created_at": "2026-04-07T14:53:08",
183
+ "description": "168 actions: Shoot, Shoot, Left, Left, Left, Shoot, Shoot, Right, Right, Shoot, ..."
184
+ }
action_sequences/ALE_DemonAttack-v5/level3_state2_skip50/sequence.json ADDED
@@ -0,0 +1,200 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/DemonAttack-v5",
3
+ "name": "level3_state2_skip50",
4
+ "actions": [
5
+ 1,
6
+ 1,
7
+ 3,
8
+ 3,
9
+ 3,
10
+ 1,
11
+ 1,
12
+ 2,
13
+ 2,
14
+ 1,
15
+ 1,
16
+ 2,
17
+ 2,
18
+ 2,
19
+ 2,
20
+ 1,
21
+ 1,
22
+ 1,
23
+ 1,
24
+ 3,
25
+ 2,
26
+ 2,
27
+ 1,
28
+ 1,
29
+ 3,
30
+ 3,
31
+ 3,
32
+ 3,
33
+ 3,
34
+ 3,
35
+ 3,
36
+ 1,
37
+ 1,
38
+ 2,
39
+ 2,
40
+ 1,
41
+ 1,
42
+ 1,
43
+ 2,
44
+ 2,
45
+ 1,
46
+ 1,
47
+ 2,
48
+ 3,
49
+ 3,
50
+ 3,
51
+ 1,
52
+ 1,
53
+ 2,
54
+ 2,
55
+ 2,
56
+ 3,
57
+ 1,
58
+ 1,
59
+ 3,
60
+ 3,
61
+ 1,
62
+ 1,
63
+ 1,
64
+ 2,
65
+ 2,
66
+ 1,
67
+ 1,
68
+ 1,
69
+ 2,
70
+ 2,
71
+ 1,
72
+ 1,
73
+ 1,
74
+ 3,
75
+ 3,
76
+ 3,
77
+ 3,
78
+ 0,
79
+ 0,
80
+ 0,
81
+ 0,
82
+ 0,
83
+ 0,
84
+ 0,
85
+ 0,
86
+ 0,
87
+ 0,
88
+ 0,
89
+ 0,
90
+ 0,
91
+ 0,
92
+ 0,
93
+ 0,
94
+ 0,
95
+ 0,
96
+ 0,
97
+ 0,
98
+ 0,
99
+ 1,
100
+ 1,
101
+ 2,
102
+ 2,
103
+ 3,
104
+ 1,
105
+ 1,
106
+ 1,
107
+ 1,
108
+ 2,
109
+ 2,
110
+ 3,
111
+ 3,
112
+ 3,
113
+ 3,
114
+ 5,
115
+ 2,
116
+ 2,
117
+ 2,
118
+ 3,
119
+ 3,
120
+ 1,
121
+ 1,
122
+ 1,
123
+ 3,
124
+ 0,
125
+ 0,
126
+ 0,
127
+ 2,
128
+ 4,
129
+ 2,
130
+ 3,
131
+ 1,
132
+ 1,
133
+ 1,
134
+ 1,
135
+ 1,
136
+ 3,
137
+ 3,
138
+ 2,
139
+ 2,
140
+ 2,
141
+ 4,
142
+ 0,
143
+ 0,
144
+ 3,
145
+ 5,
146
+ 3,
147
+ 3,
148
+ 3,
149
+ 2,
150
+ 2,
151
+ 2,
152
+ 2,
153
+ 2,
154
+ 1,
155
+ 2,
156
+ 2,
157
+ 5,
158
+ 0,
159
+ 0,
160
+ 0,
161
+ 0,
162
+ 0,
163
+ 3,
164
+ 3,
165
+ 3,
166
+ 2,
167
+ 3,
168
+ 0,
169
+ 0,
170
+ 0,
171
+ 0,
172
+ 2,
173
+ 1,
174
+ 1,
175
+ 1,
176
+ 2,
177
+ 2,
178
+ 3,
179
+ 3,
180
+ 3,
181
+ 3,
182
+ 3,
183
+ 1,
184
+ 1,
185
+ 2,
186
+ 2,
187
+ 2,
188
+ 2
189
+ ],
190
+ "action_info": {
191
+ "0": "NOOP",
192
+ "1": "Shoot",
193
+ "2": "Right",
194
+ "3": "Left",
195
+ "4": "Right+Shoot",
196
+ "5": "Left+Shoot"
197
+ },
198
+ "created_at": "2026-04-07T14:53:37",
199
+ "description": "184 actions: Shoot, Shoot, Left, Left, Left, Shoot, Shoot, Right, Right, Shoot, ..."
200
+ }
action_sequences/ALE_DemonAttack-v5/level3_state3_skip50/sequence.json ADDED
@@ -0,0 +1,232 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/DemonAttack-v5",
3
+ "name": "level3_state3_skip50",
4
+ "actions": [
5
+ 1,
6
+ 1,
7
+ 3,
8
+ 3,
9
+ 3,
10
+ 1,
11
+ 1,
12
+ 2,
13
+ 2,
14
+ 1,
15
+ 1,
16
+ 2,
17
+ 2,
18
+ 2,
19
+ 2,
20
+ 1,
21
+ 1,
22
+ 1,
23
+ 1,
24
+ 3,
25
+ 2,
26
+ 2,
27
+ 1,
28
+ 1,
29
+ 3,
30
+ 3,
31
+ 3,
32
+ 3,
33
+ 3,
34
+ 3,
35
+ 3,
36
+ 1,
37
+ 1,
38
+ 2,
39
+ 2,
40
+ 1,
41
+ 1,
42
+ 1,
43
+ 2,
44
+ 2,
45
+ 1,
46
+ 1,
47
+ 2,
48
+ 3,
49
+ 3,
50
+ 3,
51
+ 1,
52
+ 1,
53
+ 2,
54
+ 2,
55
+ 2,
56
+ 3,
57
+ 1,
58
+ 1,
59
+ 3,
60
+ 3,
61
+ 1,
62
+ 1,
63
+ 1,
64
+ 2,
65
+ 2,
66
+ 1,
67
+ 1,
68
+ 1,
69
+ 2,
70
+ 2,
71
+ 1,
72
+ 1,
73
+ 1,
74
+ 3,
75
+ 3,
76
+ 3,
77
+ 3,
78
+ 0,
79
+ 0,
80
+ 0,
81
+ 0,
82
+ 0,
83
+ 0,
84
+ 0,
85
+ 0,
86
+ 0,
87
+ 0,
88
+ 0,
89
+ 0,
90
+ 0,
91
+ 0,
92
+ 0,
93
+ 0,
94
+ 0,
95
+ 0,
96
+ 0,
97
+ 0,
98
+ 0,
99
+ 1,
100
+ 1,
101
+ 2,
102
+ 2,
103
+ 3,
104
+ 1,
105
+ 1,
106
+ 1,
107
+ 1,
108
+ 2,
109
+ 2,
110
+ 3,
111
+ 3,
112
+ 3,
113
+ 3,
114
+ 5,
115
+ 2,
116
+ 2,
117
+ 2,
118
+ 3,
119
+ 3,
120
+ 1,
121
+ 1,
122
+ 1,
123
+ 3,
124
+ 0,
125
+ 0,
126
+ 0,
127
+ 2,
128
+ 4,
129
+ 2,
130
+ 3,
131
+ 1,
132
+ 1,
133
+ 1,
134
+ 1,
135
+ 1,
136
+ 3,
137
+ 3,
138
+ 2,
139
+ 2,
140
+ 2,
141
+ 4,
142
+ 0,
143
+ 0,
144
+ 3,
145
+ 5,
146
+ 3,
147
+ 3,
148
+ 3,
149
+ 2,
150
+ 2,
151
+ 2,
152
+ 2,
153
+ 2,
154
+ 1,
155
+ 2,
156
+ 2,
157
+ 5,
158
+ 0,
159
+ 0,
160
+ 0,
161
+ 0,
162
+ 0,
163
+ 3,
164
+ 3,
165
+ 3,
166
+ 2,
167
+ 3,
168
+ 0,
169
+ 0,
170
+ 0,
171
+ 0,
172
+ 2,
173
+ 1,
174
+ 1,
175
+ 1,
176
+ 2,
177
+ 2,
178
+ 3,
179
+ 3,
180
+ 3,
181
+ 3,
182
+ 3,
183
+ 1,
184
+ 1,
185
+ 2,
186
+ 2,
187
+ 2,
188
+ 2,
189
+ 1,
190
+ 1,
191
+ 1,
192
+ 3,
193
+ 1,
194
+ 1,
195
+ 2,
196
+ 2,
197
+ 3,
198
+ 1,
199
+ 1,
200
+ 1,
201
+ 3,
202
+ 3,
203
+ 3,
204
+ 3,
205
+ 1,
206
+ 1,
207
+ 1,
208
+ 2,
209
+ 2,
210
+ 2,
211
+ 1,
212
+ 1,
213
+ 1,
214
+ 1,
215
+ 3,
216
+ 2,
217
+ 2,
218
+ 3,
219
+ 3,
220
+ 3
221
+ ],
222
+ "action_info": {
223
+ "0": "NOOP",
224
+ "1": "Shoot",
225
+ "2": "Right",
226
+ "3": "Left",
227
+ "4": "Right+Shoot",
228
+ "5": "Left+Shoot"
229
+ },
230
+ "created_at": "2026-04-07T14:54:14",
231
+ "description": "216 actions: Shoot, Shoot, Left, Left, Left, Shoot, Shoot, Right, Right, Shoot, ..."
232
+ }
action_sequences/ALE_DemonAttack-v5/level3_state4_skip50/sequence.json ADDED
@@ -0,0 +1,192 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/DemonAttack-v5",
3
+ "name": "level3_state4_skip50",
4
+ "actions": [
5
+ 1,
6
+ 1,
7
+ 3,
8
+ 3,
9
+ 3,
10
+ 1,
11
+ 1,
12
+ 2,
13
+ 2,
14
+ 1,
15
+ 1,
16
+ 2,
17
+ 2,
18
+ 2,
19
+ 2,
20
+ 1,
21
+ 1,
22
+ 1,
23
+ 1,
24
+ 3,
25
+ 2,
26
+ 2,
27
+ 1,
28
+ 1,
29
+ 3,
30
+ 3,
31
+ 3,
32
+ 3,
33
+ 3,
34
+ 3,
35
+ 3,
36
+ 1,
37
+ 1,
38
+ 2,
39
+ 2,
40
+ 1,
41
+ 1,
42
+ 1,
43
+ 2,
44
+ 2,
45
+ 1,
46
+ 1,
47
+ 2,
48
+ 3,
49
+ 3,
50
+ 3,
51
+ 1,
52
+ 1,
53
+ 2,
54
+ 2,
55
+ 2,
56
+ 3,
57
+ 1,
58
+ 1,
59
+ 3,
60
+ 3,
61
+ 1,
62
+ 1,
63
+ 1,
64
+ 2,
65
+ 2,
66
+ 1,
67
+ 1,
68
+ 1,
69
+ 2,
70
+ 2,
71
+ 1,
72
+ 1,
73
+ 1,
74
+ 3,
75
+ 3,
76
+ 3,
77
+ 3,
78
+ 0,
79
+ 0,
80
+ 0,
81
+ 0,
82
+ 0,
83
+ 0,
84
+ 0,
85
+ 0,
86
+ 0,
87
+ 0,
88
+ 0,
89
+ 0,
90
+ 0,
91
+ 0,
92
+ 0,
93
+ 0,
94
+ 0,
95
+ 0,
96
+ 0,
97
+ 0,
98
+ 0,
99
+ 1,
100
+ 1,
101
+ 2,
102
+ 2,
103
+ 3,
104
+ 1,
105
+ 1,
106
+ 1,
107
+ 1,
108
+ 2,
109
+ 2,
110
+ 3,
111
+ 3,
112
+ 3,
113
+ 3,
114
+ 5,
115
+ 2,
116
+ 2,
117
+ 2,
118
+ 3,
119
+ 3,
120
+ 1,
121
+ 1,
122
+ 1,
123
+ 3,
124
+ 0,
125
+ 0,
126
+ 0,
127
+ 2,
128
+ 4,
129
+ 2,
130
+ 3,
131
+ 1,
132
+ 1,
133
+ 1,
134
+ 1,
135
+ 1,
136
+ 3,
137
+ 3,
138
+ 2,
139
+ 2,
140
+ 2,
141
+ 4,
142
+ 0,
143
+ 0,
144
+ 3,
145
+ 5,
146
+ 3,
147
+ 3,
148
+ 3,
149
+ 2,
150
+ 2,
151
+ 2,
152
+ 2,
153
+ 2,
154
+ 1,
155
+ 2,
156
+ 2,
157
+ 5,
158
+ 0,
159
+ 0,
160
+ 0,
161
+ 0,
162
+ 0,
163
+ 3,
164
+ 3,
165
+ 3,
166
+ 2,
167
+ 3,
168
+ 0,
169
+ 0,
170
+ 0,
171
+ 0,
172
+ 3,
173
+ 3,
174
+ 1,
175
+ 2,
176
+ 2,
177
+ 2,
178
+ 2,
179
+ 3,
180
+ 3
181
+ ],
182
+ "action_info": {
183
+ "0": "NOOP",
184
+ "1": "Shoot",
185
+ "2": "Right",
186
+ "3": "Left",
187
+ "4": "Right+Shoot",
188
+ "5": "Left+Shoot"
189
+ },
190
+ "created_at": "2026-04-07T14:54:39",
191
+ "description": "176 actions: Shoot, Shoot, Left, Left, Left, Shoot, Shoot, Right, Right, Shoot, ..."
192
+ }
action_sequences/ALE_DemonAttack-v5/level3_state5_skip50/sequence.json ADDED
@@ -0,0 +1,202 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/DemonAttack-v5",
3
+ "name": "level3_state5_skip50",
4
+ "actions": [
5
+ 1,
6
+ 1,
7
+ 3,
8
+ 3,
9
+ 3,
10
+ 1,
11
+ 1,
12
+ 2,
13
+ 2,
14
+ 1,
15
+ 1,
16
+ 2,
17
+ 2,
18
+ 2,
19
+ 2,
20
+ 1,
21
+ 1,
22
+ 1,
23
+ 1,
24
+ 3,
25
+ 2,
26
+ 2,
27
+ 1,
28
+ 1,
29
+ 3,
30
+ 3,
31
+ 3,
32
+ 3,
33
+ 3,
34
+ 3,
35
+ 3,
36
+ 1,
37
+ 1,
38
+ 2,
39
+ 2,
40
+ 1,
41
+ 1,
42
+ 1,
43
+ 2,
44
+ 2,
45
+ 1,
46
+ 1,
47
+ 2,
48
+ 3,
49
+ 3,
50
+ 3,
51
+ 1,
52
+ 1,
53
+ 2,
54
+ 2,
55
+ 2,
56
+ 3,
57
+ 1,
58
+ 1,
59
+ 3,
60
+ 3,
61
+ 1,
62
+ 1,
63
+ 1,
64
+ 2,
65
+ 2,
66
+ 1,
67
+ 1,
68
+ 1,
69
+ 2,
70
+ 2,
71
+ 1,
72
+ 1,
73
+ 1,
74
+ 3,
75
+ 3,
76
+ 3,
77
+ 3,
78
+ 0,
79
+ 0,
80
+ 0,
81
+ 0,
82
+ 0,
83
+ 0,
84
+ 0,
85
+ 0,
86
+ 0,
87
+ 0,
88
+ 0,
89
+ 0,
90
+ 0,
91
+ 0,
92
+ 0,
93
+ 0,
94
+ 0,
95
+ 0,
96
+ 0,
97
+ 0,
98
+ 0,
99
+ 1,
100
+ 1,
101
+ 2,
102
+ 2,
103
+ 3,
104
+ 1,
105
+ 1,
106
+ 1,
107
+ 1,
108
+ 2,
109
+ 2,
110
+ 3,
111
+ 3,
112
+ 3,
113
+ 3,
114
+ 5,
115
+ 2,
116
+ 2,
117
+ 2,
118
+ 3,
119
+ 3,
120
+ 1,
121
+ 1,
122
+ 1,
123
+ 3,
124
+ 0,
125
+ 0,
126
+ 0,
127
+ 2,
128
+ 4,
129
+ 2,
130
+ 3,
131
+ 1,
132
+ 1,
133
+ 1,
134
+ 1,
135
+ 1,
136
+ 3,
137
+ 3,
138
+ 2,
139
+ 2,
140
+ 2,
141
+ 4,
142
+ 0,
143
+ 0,
144
+ 3,
145
+ 5,
146
+ 3,
147
+ 3,
148
+ 3,
149
+ 2,
150
+ 2,
151
+ 2,
152
+ 2,
153
+ 2,
154
+ 1,
155
+ 2,
156
+ 2,
157
+ 5,
158
+ 0,
159
+ 0,
160
+ 0,
161
+ 0,
162
+ 0,
163
+ 3,
164
+ 3,
165
+ 3,
166
+ 2,
167
+ 3,
168
+ 0,
169
+ 0,
170
+ 0,
171
+ 0,
172
+ 3,
173
+ 3,
174
+ 1,
175
+ 2,
176
+ 2,
177
+ 2,
178
+ 2,
179
+ 3,
180
+ 3,
181
+ 2,
182
+ 2,
183
+ 3,
184
+ 3,
185
+ 3,
186
+ 3,
187
+ 3,
188
+ 2,
189
+ 2,
190
+ 2
191
+ ],
192
+ "action_info": {
193
+ "0": "NOOP",
194
+ "1": "Shoot",
195
+ "2": "Right",
196
+ "3": "Left",
197
+ "4": "Right+Shoot",
198
+ "5": "Left+Shoot"
199
+ },
200
+ "created_at": "2026-04-07T14:55:07",
201
+ "description": "186 actions: Shoot, Shoot, Left, Left, Left, Shoot, Shoot, Right, Right, Shoot, ..."
202
+ }
action_sequences/ALE_DemonAttack-v5/level4_state1_skip20/sequence.json ADDED
@@ -0,0 +1,21 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {
2
+ "game_id": "ALE/DemonAttack-v5",
3
+ "name": "level4_state1_skip20",
4
+ "actions": [
5
+ 2,
6
+ 2,
7
+ 0,
8
+ 0,
9
+ 0
10
+ ],
11
+ "action_info": {
12
+ "0": "NOOP",
13
+ "1": "Shoot",
14
+ "2": "Right",
15
+ "3": "Left",
16
+ "4": "Right+Shoot",
17
+ "5": "Left+Shoot"
18
+ },
19
+ "created_at": "2026-04-20T14:43:57",
20
+ "description": "5 actions: Right, Right, NOOP, NOOP, NOOP"
21
+ }