done: Edge_IIoTset__BiLSTM__FedNova__iid

.gitattributes

@@ -61,3 +61,4 @@ Edge_IIoTset__BiLSTM__FedAvg__iid/model.keras filter=lfs diff=lfs merge=lfs -tex
 Edge_IIoTset__BiLSTM__FedAvg__non_iid/model.keras filter=lfs diff=lfs merge=lfs -text
 Edge_IIoTset__BiLSTM__FedProx__iid/model.keras filter=lfs diff=lfs merge=lfs -text
 Edge_IIoTset__BiLSTM__FedProx__non_iid/model.keras filter=lfs diff=lfs merge=lfs -text
+Edge_IIoTset__BiLSTM__FedNova__iid/model.keras filter=lfs diff=lfs merge=lfs -text

Edge_IIoTset__BiLSTM__FedNova__iid/DONE.flag

@@ -0,0 +1 @@
+done

Edge_IIoTset__BiLSTM__FedNova__iid/config.json

@@ -0,0 +1,23 @@
+{
+  "tag": "Edge_IIoTset__BiLSTM__FedNova__iid",
+  "dataset": "Edge_IIoTset",
+  "model": "BiLSTM",
+  "fl_algo": "FedNova",
+  "partition": "iid",
+  "n_clients": 30,
+  "n_rounds": 30,
+  "total_time_s": 7440.8,
+  "model_params": 79233,
+  "model_mb": 0.3169,
+  "final": {
+    "accuracy": 0.38373,
+    "precision": 0.4002025646747807,
+    "recall": 0.46626,
+    "f1_binary": 0.4307132365846674,
+    "f1_macro": 0.3795036748718404,
+    "f1_weighted": 0.37950367487184034,
+    "fpr": 0.6988,
+    "auc_roc": 0.2727912348,
+    "threshold": 0.5042815208435059
+  }
+}

Edge_IIoTset__BiLSTM__FedNova__iid/model.keras

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e1c251aac569a4f6364bf487572c32534b5a43e9f9ddd31cd5c861a8980f4fb7
+size 373957

Edge_IIoTset__BiLSTM__FedNova__iid/round_metrics.csv

@@ -0,0 +1,31 @@
+accuracy,precision,recall,f1_binary,f1_macro,f1_weighted,fpr,auc_roc,threshold,round,comm_mb,round_time_s
+0.4228,0.40649077749241186,0.35023134178233756,0.37626972120164254,0.4195698131413015,0.41982095367455147,0.5054682839530722,0.3445469105580712,0.5016276240348816,1,19.016,242.92
+0.3962,0.40878782697897076,0.48098974049487025,0.4419593345656192,0.3921125648862954,0.39182345362215537,0.6876118512626764,0.30379409963351167,0.5016072392463684,2,19.016,242.25
+0.3881,0.4001391788448156,0.4626835646751157,0.4291445097490438,0.384920277716888,0.38466377717110156,0.6856233843706502,0.28732292554321526,0.5018275380134583,3,19.016,244.34
+0.3798,0.38510360276274036,0.41500704083685375,0.39949651432997674,0.3791320454197444,0.37901393150006507,0.655000994233446,0.2766812875585135,0.5019974708557129,4,19.016,239.48
+0.3748,0.37793024585477414,0.39891369945684974,0.38813857897827364,0.374502738681531,0.3744236508078099,0.6490355935573673,0.27079230945329,0.5021373629570007,5,19.016,239.03
+0.3731,0.3761922930179321,0.39670086501709917,0.38617448350141975,0.37281545264270943,0.37273797026372896,0.650228673692583,0.2684380702566834,0.5022736191749573,6,19.016,238.25
+0.3725,0.37894541403639065,0.41058137195735267,0.39412957420102346,0.37169923696051377,0.3715691410045189,0.6651421753827799,0.2662607770125387,0.5022444128990173,7,19.016,239.48
+0.3747,0.37942061700526714,0.40575336954335145,0.39214542626616117,0.3741845220489665,0.3740803488045068,0.6559952276794592,0.2667377130566672,0.5023390054702759,8,19.016,240.64
+0.3729,0.3798076923076923,0.4131965399316033,0.39579920994315443,0.3719979315488561,0.37185988413416915,0.6669317955856034,0.265328745659004,0.5023061037063599,9,19.016,241.33
+0.3766,0.38131930088329263,0.40816737075035203,0.39428682471822774,0.37606801062858236,0.3759623415068624,0.6546033008550408,0.26629975832387004,0.5024237036705017,10,19.016,240.91
+0.3792,0.38561124468281854,0.4194327097163549,0.401811524378493,0.37831170689928595,0.37817540795790655,0.6605687015311195,0.26784691037006486,0.5024087429046631,11,19.016,242.5
+0.3819,0.38995998544925425,0.43130154898410783,0.409590218741045,0.38053742392303536,0.38036891771309095,0.6669317955856034,0.2706702253463807,0.502552330493927,12,19.016,238.68
+0.3838,0.3922951709169832,0.43633071816535907,0.41314285714285715,0.38225563909774435,0.3820764932330827,0.6681248757208192,0.27097737567891783,0.5025327801704407,13,19.016,241.94
+0.3848,0.39408071748878926,0.4419633876483605,0.4166508628864024,0.38296050654368774,0.38276510247690004,0.6717041161264665,0.27209423325000653,0.5025817155838013,14,19.016,239.55
+0.3826,0.3907753767931723,0.43291088312210824,0.4107654132468028,0.38118610926990426,0.3810145493068382,0.6671306422748061,0.2700096231237219,0.5026441812515259,15,19.016,239.53
+0.3826,0.3905368516833485,0.4317038825186079,0.410089814637875,0.3812563610634309,0.38108912703269915,0.6659375621395903,0.26932604012798994,0.5027385950088501,16,19.016,239.75
+0.3832,0.3910431458219552,0.432106216053108,0.4105504587155963,0.38186918908934175,0.3817028377255095,0.6651421753827799,0.2696388506509359,0.502780020236969,17,19.016,240.88
+0.3836,0.39148626523558305,0.43291088312210824,0.4111578142911731,0.38224697260928775,0.38207928972753286,0.6651421753827799,0.2700841856320047,0.5027624368667603,18,19.016,237.28
+0.3848,0.39419458878337216,0.4425668879501106,0.41698256254738436,0.3829197317393992,0.3827221673207129,0.6723006561940744,0.2708093500265349,0.502822756767273,19,19.016,237.67
+0.3853,0.39522451888809695,0.4461878897606115,0.4191628082774261,0.3832035768051673,0.38299501326262825,0.6748856631537085,0.27115250157015286,0.502861499786377,20,19.016,237.12
+0.3851,0.39429289303661164,0.4419633876483605,0.41676942046855736,0.3832816120001664,0.3830873827110497,0.6711075760588586,0.2711526615755354,0.5029581189155579,21,19.016,238.59
+0.3874,0.3976245346569757,0.4512170589418628,0.4227289860535243,0.3850969173983003,0.38487865140009997,0.675681049910519,0.27211739402913515,0.5029374957084656,22,19.016,237.03
+0.388,0.39905113336847653,0.4568497284248642,0.42599887450759705,0.3853061410447602,0.38507012319067574,0.6800556770729768,0.27305574559528184,0.5030054450035095,23,19.016,238.89
+0.3878,0.3982676330210359,0.4532287266143633,0.42397440722619495,0.38537602136811244,0.38515215073013553,0.6768741300457347,0.2738707530121314,0.5032746195793152,24,19.016,238.57
+0.388,0.3988734377750396,0.45584389458861396,0.4254600075103267,0.3853872566434817,0.38515483468845396,0.6790614436269636,0.2738343117862485,0.5034773945808411,25,19.016,242.84
+0.3896,0.40176868389110454,0.4661033997183665,0.4315514993481095,0.3862572871389651,0.38599458070815207,0.6860210777490555,0.2745820969417411,0.5035533308982849,26,19.016,242.92
+0.3902,0.4022210654173174,0.4663045664856166,0.43189863983603505,0.386896870101484,0.3866358598370236,0.6850268443030424,0.2750446525021102,0.5037174224853516,27,19.016,241.65
+0.3914,0.40386273495430247,0.4711325688996178,0.4349117920148561,0.3877700888568322,0.38749666697851565,0.6874130045734739,0.2757654967513107,0.5039321780204773,28,19.016,240.31
+0.3922,0.4050437467833248,0.4749547374773687,0.43722222222222223,0.3882850241545894,0.3880011884057971,0.6896003181547027,0.27642649898742594,0.5040870308876038,29,19.016,241.12
+0.3925,0.40512203506359573,0.47415007040836854,0.43692649921216054,0.38869449485632457,0.38841474923106073,0.6882083913302843,0.2770004982967627,0.5042963027954102,30,19.016,243.68

_checkpoints/Edge_IIoTset__BiLSTM__FedNova__iid/history.csv

@@ -0,0 +1,31 @@
+accuracy,precision,recall,f1_binary,f1_macro,f1_weighted,fpr,auc_roc,threshold,round,comm_mb,round_time_s
+0.4228,0.40649077749241186,0.35023134178233756,0.37626972120164254,0.4195698131413015,0.41982095367455147,0.5054682839530722,0.3445469105580712,0.5016276240348816,1,19.016,242.92
+0.3962,0.40878782697897076,0.48098974049487025,0.4419593345656192,0.3921125648862954,0.39182345362215537,0.6876118512626764,0.30379409963351167,0.5016072392463684,2,19.016,242.25
+0.3881,0.4001391788448156,0.4626835646751157,0.4291445097490438,0.384920277716888,0.38466377717110156,0.6856233843706502,0.28732292554321526,0.5018275380134583,3,19.016,244.34
+0.3798,0.38510360276274036,0.41500704083685375,0.39949651432997674,0.3791320454197444,0.37901393150006507,0.655000994233446,0.2766812875585135,0.5019974708557129,4,19.016,239.48
+0.3748,0.37793024585477414,0.39891369945684974,0.38813857897827364,0.374502738681531,0.3744236508078099,0.6490355935573673,0.27079230945329,0.5021373629570007,5,19.016,239.03
+0.3731,0.3761922930179321,0.39670086501709917,0.38617448350141975,0.37281545264270943,0.37273797026372896,0.650228673692583,0.2684380702566834,0.5022736191749573,6,19.016,238.25
+0.3725,0.37894541403639065,0.41058137195735267,0.39412957420102346,0.37169923696051377,0.3715691410045189,0.6651421753827799,0.2662607770125387,0.5022444128990173,7,19.016,239.48
+0.3747,0.37942061700526714,0.40575336954335145,0.39214542626616117,0.3741845220489665,0.3740803488045068,0.6559952276794592,0.2667377130566672,0.5023390054702759,8,19.016,240.64
+0.3729,0.3798076923076923,0.4131965399316033,0.39579920994315443,0.3719979315488561,0.37185988413416915,0.6669317955856034,0.265328745659004,0.5023061037063599,9,19.016,241.33
+0.3766,0.38131930088329263,0.40816737075035203,0.39428682471822774,0.37606801062858236,0.3759623415068624,0.6546033008550408,0.26629975832387004,0.5024237036705017,10,19.016,240.91
+0.3792,0.38561124468281854,0.4194327097163549,0.401811524378493,0.37831170689928595,0.37817540795790655,0.6605687015311195,0.26784691037006486,0.5024087429046631,11,19.016,242.5
+0.3819,0.38995998544925425,0.43130154898410783,0.409590218741045,0.38053742392303536,0.38036891771309095,0.6669317955856034,0.2706702253463807,0.502552330493927,12,19.016,238.68
+0.3838,0.3922951709169832,0.43633071816535907,0.41314285714285715,0.38225563909774435,0.3820764932330827,0.6681248757208192,0.27097737567891783,0.5025327801704407,13,19.016,241.94
+0.3848,0.39408071748878926,0.4419633876483605,0.4166508628864024,0.38296050654368774,0.38276510247690004,0.6717041161264665,0.27209423325000653,0.5025817155838013,14,19.016,239.55
+0.3826,0.3907753767931723,0.43291088312210824,0.4107654132468028,0.38118610926990426,0.3810145493068382,0.6671306422748061,0.2700096231237219,0.5026441812515259,15,19.016,239.53
+0.3826,0.3905368516833485,0.4317038825186079,0.410089814637875,0.3812563610634309,0.38108912703269915,0.6659375621395903,0.26932604012798994,0.5027385950088501,16,19.016,239.75
+0.3832,0.3910431458219552,0.432106216053108,0.4105504587155963,0.38186918908934175,0.3817028377255095,0.6651421753827799,0.2696388506509359,0.502780020236969,17,19.016,240.88
+0.3836,0.39148626523558305,0.43291088312210824,0.4111578142911731,0.38224697260928775,0.38207928972753286,0.6651421753827799,0.2700841856320047,0.5027624368667603,18,19.016,237.28
+0.3848,0.39419458878337216,0.4425668879501106,0.41698256254738436,0.3829197317393992,0.3827221673207129,0.6723006561940744,0.2708093500265349,0.502822756767273,19,19.016,237.67
+0.3853,0.39522451888809695,0.4461878897606115,0.4191628082774261,0.3832035768051673,0.38299501326262825,0.6748856631537085,0.27115250157015286,0.502861499786377,20,19.016,237.12
+0.3851,0.39429289303661164,0.4419633876483605,0.41676942046855736,0.3832816120001664,0.3830873827110497,0.6711075760588586,0.2711526615755354,0.5029581189155579,21,19.016,238.59
+0.3874,0.3976245346569757,0.4512170589418628,0.4227289860535243,0.3850969173983003,0.38487865140009997,0.675681049910519,0.27211739402913515,0.5029374957084656,22,19.016,237.03
+0.388,0.39905113336847653,0.4568497284248642,0.42599887450759705,0.3853061410447602,0.38507012319067574,0.6800556770729768,0.27305574559528184,0.5030054450035095,23,19.016,238.89
+0.3878,0.3982676330210359,0.4532287266143633,0.42397440722619495,0.38537602136811244,0.38515215073013553,0.6768741300457347,0.2738707530121314,0.5032746195793152,24,19.016,238.57
+0.388,0.3988734377750396,0.45584389458861396,0.4254600075103267,0.3853872566434817,0.38515483468845396,0.6790614436269636,0.2738343117862485,0.5034773945808411,25,19.016,242.84
+0.3896,0.40176868389110454,0.4661033997183665,0.4315514993481095,0.3862572871389651,0.38599458070815207,0.6860210777490555,0.2745820969417411,0.5035533308982849,26,19.016,242.92
+0.3902,0.4022210654173174,0.4663045664856166,0.43189863983603505,0.386896870101484,0.3866358598370236,0.6850268443030424,0.2750446525021102,0.5037174224853516,27,19.016,241.65
+0.3914,0.40386273495430247,0.4711325688996178,0.4349117920148561,0.3877700888568322,0.38749666697851565,0.6874130045734739,0.2757654967513107,0.5039321780204773,28,19.016,240.31
+0.3922,0.4050437467833248,0.4749547374773687,0.43722222222222223,0.3882850241545894,0.3880011884057971,0.6896003181547027,0.27642649898742594,0.5040870308876038,29,19.016,241.12
+0.3925,0.40512203506359573,0.47415007040836854,0.43692649921216054,0.38869449485632457,0.38841474923106073,0.6882083913302843,0.2770004982967627,0.5042963027954102,30,19.016,243.68

_checkpoints/Edge_IIoTset__BiLSTM__FedNova__iid/latest_weights.npz

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:52b61cf720c752790979090dc282162e59e94b3c93a465f27ce272b2322fab06
+size 296804

_checkpoints/Edge_IIoTset__BiLSTM__FedNova__iid/state.json

@@ -0,0 +1,12 @@
+{
+  "status": "running",
+  "tag": "Edge_IIoTset__BiLSTM__FedNova__iid",
+  "dataset": "Edge_IIoTset",
+  "model": "BiLSTM",
+  "fl_algo": "FedNova",
+  "partition": "iid",
+  "last_round": 30,
+  "n_rounds": 30,
+  "elapsed_time_s": 7209.66,
+  "updated_at": "2026-05-16 09:07:54"
+}

_checkpoints/Edge_IIoTset__BiLSTM__FedProx__non_iid/state.json

@@ -1,12 +1,6 @@
 {
-  "status": "running",
+  "status": "done",
   "tag": "Edge_IIoTset__BiLSTM__FedProx__non_iid",
-  "dataset": "Edge_IIoTset",
-  "model": "BiLSTM",
-  "fl_algo": "FedProx",
-  "partition": "non_iid",
   "last_round": 30,
-  "n_rounds": 30,
-  "elapsed_time_s": 6681.04,
-  "updated_at": "2026-05-16 07:04:20"
+  "finished_at": "2026-05-16 07:07:39"
 }

all_results_summary.csv

@@ -25,8 +25,9 @@ CICIDS2017__Transformer__FedProx__iid,CICIDS2017,Transformer,FedProx,iid,30,30,7
 CICIDS2017__Transformer__FedProx__non_iid,CICIDS2017,Transformer,FedProx,non_iid,30,30,6568.2,615,0.0025,0.8030041561497062,0.0,0.0,0.0,0.4453701082223304,0.7152680958547515,0.0,0.5,inf,30.0,0.0,0.0
 Edge_IIoTset__BiLSTM__FedAvg__iid,Edge_IIoTset,BiLSTM,FedAvg,iid,30,30,1152.1,79233,0.3169,0.82557,0.8716637366149912,0.76356,0.8140385291954072,0.8248966857142657,0.8248966857142657,0.11242,0.9218189936,0.5211995840072632,,,
 Edge_IIoTset__BiLSTM__FedAvg__non_iid,Edge_IIoTset,BiLSTM,FedAvg,non_iid,30,30,1057.2,79233,0.3169,0.84042,0.8221233913701741,0.86882,0.8448269155970439,0.840291185258382,0.840291185258382,0.18798,0.9326115422,0.4610846936702728,,,
+Edge_IIoTset__BiLSTM__FedNova__iid,Edge_IIoTset,BiLSTM,FedNova,iid,30,30,7440.8,79233,0.3169,0.38373,0.4002025646747807,0.46626,0.4307132365846674,0.3795036748718404,0.37950367487184034,0.6988,0.2727912348,0.5042815208435059,,,
 Edge_IIoTset__BiLSTM__FedProx__iid,Edge_IIoTset,BiLSTM,FedProx,iid,30,30,8366.9,79233,0.3169,0.77257,0.8185345331307702,0.70042,0.7548849490758205,0.7713798900114914,0.7713798900114913,0.15528,0.8748885938,0.4885738492012024,,,
-Edge_IIoTset__BiLSTM__FedProx__non_iid,Edge_IIoTset,BiLSTM,FedProx,non_iid,30,30,6867.5,79233,0.3169,0.75395,0.7854461254861408,0.69878,0.7395827820877829,0.7531988040673854,0.7531988040673854,0.19088,0.8671545724,0.49889522790908813,,,
+Edge_IIoTset__BiLSTM__FedProx__non_iid,Edge_IIoTset,BiLSTM,FedProx,non_iid,30,30,6867.5,79233,0.3169,0.75395,0.7854461254861408,0.69878,0.7395827820877829,0.7531988040673854,0.7531988040673854,0.19088,0.8671545724,0.4988952279090881,,,
 Edge_IIoTset__CNN__FedAvg__iid,Edge_IIoTset,CNN,FedAvg,iid,30,30,648.6,8993,0.036,0.99988,0.9997600575861794,1.0,0.9998800143982722,0.999879999998272,0.9998799999982722,0.00024,0.999999514,0.9958939552307128,30.0,0.0,0.0
 Edge_IIoTset__CNN__FedAvg__non_iid,Edge_IIoTset,CNN,FedAvg,non_iid,30,30,551.5,8993,0.036,0.99988,0.9997600575861794,1.0,0.9998800143982722,0.999879999998272,0.9998799999982722,0.00024,0.9999982762,0.999739944934845,30.0,0.0,0.0
 Edge_IIoTset__CNN__FedNova__iid,Edge_IIoTset,CNN,FedNova,iid,30,30,4235.9,8993,0.036,0.99987,0.9997600527883864,0.99998,0.9998700142984271,0.999869999998427,0.999869999998427,0.00024,0.9998799962,1.0,30.0,0.0,0.0

grid_progress.json

@@ -57,10 +57,10 @@
     "Edge_IIoTset__CNN__FedNova__non_iid",
     "Edge_IIoTset__BiLSTM__FedAvg__iid",
     "Edge_IIoTset__BiLSTM__FedAvg__non_iid",
-    "Edge_IIoTset__BiLSTM__FedProx__iid"
+    "Edge_IIoTset__BiLSTM__FedProx__iid",
+    "Edge_IIoTset__BiLSTM__FedProx__non_iid"
   ],
   "pending": [
-    "Edge_IIoTset__BiLSTM__FedProx__non_iid",
     "Edge_IIoTset__BiLSTM__FedNova__iid",
     "Edge_IIoTset__BiLSTM__FedNova__non_iid",
     "Edge_IIoTset__CNN_BiLSTM__FedAvg__iid",
@@ -76,7 +76,7 @@
     "Edge_IIoTset__Transformer__FedNova__iid",
     "Edge_IIoTset__Transformer__FedNova__non_iid"
   ],
-  "completed_count": 57,
-  "pending_count": 15,
-  "updated_at": "2026-05-16 05:12:56"
+  "completed_count": 58,
+  "pending_count": 14,
+  "updated_at": "2026-05-16 07:07:42"
 }