seed
int64
0
7
method
stringclasses
8 values
generation
int64
1
5
training_program_executions
int64
48
240
train_best_loss_ratio
float64
0.41
0.65
heldout_loss_ratio
float64
0.42
0.57
mean_proposed_training_loss_ratio
float64
0.42
0.72
mean_proposed_heldout_loss_ratio
float64
0.44
0.63
fraction_proposals_beating_initial_gd
float64
1
1
proposal_mean_change_norm
float64
0
3.4
proposal_std_mean
float64
1.01
1.6
best_program_depth
int64
1
5
nodes_generated
int64
12
120
minimal_signature_rank_min
int64
4
4
minimal_signature_rank_max
int64
4
4
test_program_executions
int64
336
360
0
corrected
1
48
0.482937
0.557879
0.526013
0.590243
1
1.730935
1.53298
1
24
4
4
336
0
corrected
2
96
0.468574
0.548621
0.498233
0.568945
1
2.907054
1.431672
2
48
4
4
336
0
corrected
3
144
0.468574
0.548621
0.489216
0.563452
1
3.226623
1.365248
2
72
4
4
336
0
corrected
4
192
0.468574
0.548621
0.476472
0.553474
1
2.967936
1.288152
2
96
4
4
336
0
corrected
5
240
0.468574
0.548621
0.476784
0.55255
1
3.403523
1.230306
2
120
4
4
336
0
generic_first_jet
1
48
0.482937
0.557879
0.526013
0.590243
1
1.730935
1.53298
1
24
4
4
336
0
generic_first_jet
2
96
0.468574
0.548621
0.498233
0.568945
1
2.907054
1.431672
2
48
4
4
336
0
generic_first_jet
3
144
0.468574
0.548621
0.489216
0.563452
1
3.226623
1.365248
2
72
4
4
336
0
generic_first_jet
4
192
0.468574
0.548621
0.476472
0.553474
1
2.967936
1.288152
2
96
4
4
336
0
generic_first_jet
5
240
0.468574
0.548621
0.476784
0.55255
1
3.403523
1.230306
2
120
4
4
336
0
full_jacobian
1
48
0.482937
0.557879
0.526013
0.590243
1
1.730935
1.53298
1
24
4
4
336
0
full_jacobian
2
96
0.468574
0.548621
0.498233
0.568945
1
2.907054
1.431672
2
48
4
4
336
0
full_jacobian
3
144
0.468574
0.548621
0.489216
0.563452
1
3.226623
1.365248
2
72
4
4
336
0
full_jacobian
4
192
0.468574
0.548621
0.476472
0.553474
1
2.967936
1.288152
2
96
4
4
336
0
full_jacobian
5
240
0.468574
0.548621
0.476784
0.55255
1
3.403523
1.230306
2
120
4
4
336
0
gate_blind
1
48
0.482937
0.557862
0.526806
0.590788
1
1.730935
1.53298
1
24
4
4
336
0
gate_blind
2
96
0.469889
0.549374
0.498874
0.56929
1
2.907054
1.431672
2
48
4
4
336
0
gate_blind
3
144
0.469889
0.549374
0.48973
0.56385
1
3.226623
1.365248
2
72
4
4
336
0
gate_blind
4
192
0.469889
0.549374
0.476808
0.553762
1
2.967936
1.288152
2
96
4
4
336
0
gate_blind
5
240
0.469851
0.54645
0.476996
0.552849
1
2.920633
1.265524
5
120
4
4
336
0
random_order
1
48
0.474891
0.556849
0.518571
0.582067
1
1.037871
1.560444
1
24
4
4
336
0
random_order
2
96
0.471983
0.552938
0.494765
0.567439
1
1.281992
1.495719
2
48
4
4
336
0
random_order
3
144
0.468602
0.545175
0.483138
0.558828
1
1.770579
1.404688
3
72
4
4
336
0
random_order
4
192
0.468574
0.54509
0.474658
0.550662
1
1.696706
1.322466
4
96
4
4
336
0
random_order
5
240
0.468574
0.54509
0.476347
0.551035
1
1.826761
1.241402
4
120
4
4
336
0
no_feedback
1
48
0.482937
0.557879
0.526013
0.590243
1
0
1.6
1
24
4
4
336
0
no_feedback
2
96
0.482937
0.557879
0.533078
0.594837
1
0
1.6
1
48
4
4
336
0
no_feedback
3
144
0.482937
0.557879
0.541475
0.602958
1
0
1.6
1
72
4
4
336
0
no_feedback
4
192
0.482937
0.557879
0.536152
0.598553
1
0
1.6
1
96
4
4
336
0
no_feedback
5
240
0.482937
0.557879
0.534001
0.596932
1
0
1.6
1
120
4
4
336
0
frozen_proposer
1
48
0.482937
0.557879
0.526013
0.590243
1
0
1.6
1
24
4
4
336
0
frozen_proposer
2
96
0.482937
0.557879
0.530216
0.589261
1
0
1.6
1
48
4
4
336
0
frozen_proposer
3
144
0.466087
0.557908
0.533783
0.59803
1
0
1.6
1
72
4
4
336
0
frozen_proposer
4
192
0.466087
0.557908
0.532801
0.594264
1
0
1.6
1
96
4
4
336
0
frozen_proposer
5
240
0.466087
0.557908
0.541493
0.601134
1
0
1.6
1
120
4
4
336
0
direct_tournament
1
48
0.493654
0.574951
0.516727
0.584263
1
1.361019
1.564585
1
12
4
4
360
0
direct_tournament
2
96
0.487735
0.557924
0.497979
0.566272
1
1.680255
1.462771
2
24
4
4
360
0
direct_tournament
3
144
0.485688
0.559063
0.499471
0.567884
1
2.475271
1.386938
3
36
4
4
360
0
direct_tournament
4
192
0.474535
0.550984
0.497037
0.565033
1
2.872272
1.374921
4
48
4
4
360
0
direct_tournament
5
240
0.474535
0.550984
0.489631
0.558343
1
2.869941
1.334961
4
60
4
4
360
1
corrected
1
48
0.647429
0.54319
0.674876
0.582691
1
0.729429
1.507581
1
24
4
4
336
1
corrected
2
96
0.633333
0.522877
0.647406
0.543765
1
0.922832
1.429545
2
48
4
4
336
1
corrected
3
144
0.629244
0.529965
0.645284
0.546025
1
1.318635
1.368934
3
72
4
4
336
1
corrected
4
192
0.62767
0.519557
0.635645
0.535494
1
1.591896
1.242491
4
96
4
4
336
1
corrected
5
240
0.623877
0.523569
0.633312
0.534431
1
1.824744
1.221862
5
120
4
4
336
1
generic_first_jet
1
48
0.647429
0.54319
0.674876
0.582691
1
0.729429
1.507581
1
24
4
4
336
1
generic_first_jet
2
96
0.633333
0.522877
0.647406
0.543765
1
0.922832
1.429545
2
48
4
4
336
1
generic_first_jet
3
144
0.629244
0.529965
0.645284
0.546025
1
1.318635
1.368934
3
72
4
4
336
1
generic_first_jet
4
192
0.62767
0.519557
0.635645
0.535494
1
1.591896
1.242491
4
96
4
4
336
1
generic_first_jet
5
240
0.623877
0.523569
0.633312
0.534431
1
1.824744
1.221862
5
120
4
4
336
1
full_jacobian
1
48
0.647429
0.54319
0.674876
0.582691
1
0.729429
1.507581
1
24
4
4
336
1
full_jacobian
2
96
0.633333
0.522877
0.647406
0.543765
1
0.922832
1.429545
2
48
4
4
336
1
full_jacobian
3
144
0.629244
0.529965
0.645284
0.546025
1
1.318635
1.368934
3
72
4
4
336
1
full_jacobian
4
192
0.62767
0.519557
0.635645
0.535494
1
1.591896
1.242491
4
96
4
4
336
1
full_jacobian
5
240
0.623877
0.523569
0.633312
0.534431
1
1.824744
1.221862
5
120
4
4
336
1
gate_blind
1
48
0.647492
0.54328
0.675116
0.583067
1
0.729429
1.507581
1
24
4
4
336
1
gate_blind
2
96
0.633481
0.52306
0.647756
0.544459
1
0.922832
1.429545
2
48
4
4
336
1
gate_blind
3
144
0.629462
0.530175
0.645586
0.54651
1
1.318635
1.368934
3
72
4
4
336
1
gate_blind
4
192
0.62767
0.519571
0.635795
0.535686
1
1.326239
1.26352
4
96
4
4
336
1
gate_blind
5
240
0.623426
0.523041
0.63369
0.534077
1
1.437795
1.230802
5
120
4
4
336
1
random_order
1
48
0.636727
0.540766
0.673824
0.581837
1
0.781581
1.520695
1
24
4
4
336
1
random_order
2
96
0.636727
0.540766
0.660782
0.571268
1
1.540588
1.405128
1
48
4
4
336
1
random_order
3
144
0.636727
0.540766
0.654354
0.560444
1
1.493116
1.302088
1
72
4
4
336
1
random_order
4
192
0.636727
0.540766
0.654079
0.555675
1
1.657338
1.202725
1
96
4
4
336
1
random_order
5
240
0.636727
0.540766
0.647306
0.550025
1
2.528733
1.202694
1
120
4
4
336
1
no_feedback
1
48
0.647429
0.54319
0.674876
0.582691
1
0
1.6
1
24
4
4
336
1
no_feedback
2
96
0.647429
0.54319
0.689735
0.600835
1
0
1.6
1
48
4
4
336
1
no_feedback
3
144
0.647429
0.54319
0.707419
0.622762
1
0
1.6
1
72
4
4
336
1
no_feedback
4
192
0.647429
0.54319
0.709834
0.626367
1
0
1.6
1
96
4
4
336
1
no_feedback
5
240
0.647429
0.54319
0.715106
0.626292
1
0
1.6
1
120
4
4
336
1
frozen_proposer
1
48
0.647429
0.54319
0.674876
0.582691
1
0
1.6
1
24
4
4
336
1
frozen_proposer
2
96
0.642263
0.530348
0.679035
0.585263
1
0
1.6
1
48
4
4
336
1
frozen_proposer
3
144
0.642263
0.530348
0.680906
0.592448
1
0
1.6
1
72
4
4
336
1
frozen_proposer
4
192
0.642263
0.530348
0.690576
0.597719
1
0
1.6
1
96
4
4
336
1
frozen_proposer
5
240
0.62929
0.532183
0.6842
0.591592
1
0
1.6
1
120
4
4
336
1
direct_tournament
1
48
0.647429
0.54318
0.666626
0.571763
1
1.112989
1.504955
1
12
4
4
360
1
direct_tournament
2
96
0.644145
0.531642
0.661993
0.559164
1
1.391105
1.391662
2
24
4
4
360
1
direct_tournament
3
144
0.644145
0.531642
0.652495
0.544041
1
1.571329
1.305895
2
36
4
4
360
1
direct_tournament
4
192
0.644145
0.531642
0.654403
0.54543
1
1.850804
1.231658
2
48
4
4
360
1
direct_tournament
5
240
0.644145
0.531642
0.658309
0.553253
1
2.120391
1.16099
2
60
4
4
360
2
corrected
1
48
0.497137
0.522823
0.545284
0.573258
1
0.992096
1.477918
1
24
4
4
336
2
corrected
2
96
0.49041
0.513934
0.52553
0.555901
1
1.421005
1.368094
2
48
4
4
336
2
corrected
3
144
0.487372
0.509853
0.522011
0.549538
1
1.41538
1.244465
3
72
4
4
336
2
corrected
4
192
0.484899
0.506949
0.505722
0.529303
1
1.683775
1.203621
4
96
4
4
336
2
corrected
5
240
0.484678
0.506571
0.495246
0.518464
1
2.463117
1.196438
5
120
4
4
336
2
generic_first_jet
1
48
0.497137
0.522823
0.545284
0.573258
1
0.992096
1.477918
1
24
4
4
336
2
generic_first_jet
2
96
0.49041
0.513934
0.52553
0.555901
1
1.421005
1.368094
2
48
4
4
336
2
generic_first_jet
3
144
0.487372
0.509853
0.522011
0.549538
1
1.41538
1.244465
3
72
4
4
336
2
generic_first_jet
4
192
0.484899
0.506949
0.505722
0.529303
1
1.683775
1.203621
4
96
4
4
336
2
generic_first_jet
5
240
0.484678
0.506571
0.495246
0.518464
1
2.463117
1.196438
5
120
4
4
336
2
full_jacobian
1
48
0.497137
0.522823
0.545284
0.573258
1
0.992096
1.477918
1
24
4
4
336
2
full_jacobian
2
96
0.49041
0.513934
0.52553
0.555901
1
1.421005
1.368094
2
48
4
4
336
2
full_jacobian
3
144
0.487372
0.509853
0.522011
0.549538
1
1.41538
1.244465
3
72
4
4
336
2
full_jacobian
4
192
0.484899
0.506949
0.505722
0.529303
1
1.683775
1.203621
4
96
4
4
336
2
full_jacobian
5
240
0.484678
0.506571
0.495246
0.518464
1
2.463117
1.196438
5
120
4
4
336
2
gate_blind
1
48
0.497278
0.523292
0.545683
0.573845
1
0.992096
1.477918
1
24
4
4
336
2
gate_blind
2
96
0.49049
0.514056
0.525693
0.556189
1
1.421005
1.368094
2
48
4
4
336
2
gate_blind
3
144
0.487457
0.509934
0.522233
0.549886
1
1.41538
1.244465
3
72
4
4
336
2
gate_blind
4
192
0.484898
0.506998
0.506038
0.529656
1
1.683775
1.203621
4
96
4
4
336
2
gate_blind
5
240
0.4847
0.506605
0.495398
0.518673
1
2.463117
1.196438
5
120
4
4
336