1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
|
{
"config": {
"input_dim": 16,
"output_dim": 4,
"width": 64,
"train_samples": 256,
"test_samples": 512,
"target_steps": 50,
"early_steps": [
1,
2,
5
],
"lr": 0.001,
"init_seeds": 2,
"feedback_seeds": 4,
"data_seed": 123,
"feedback_scale": "relu",
"device": "cpu",
"torch_threads": 8,
"outdir": "outputs/early_directional_predictors_T50_width64_N256"
},
"rows": [
{
"init_seed": 10000,
"feedback_seed": 100000,
"target_steps": 50,
"early_steps": 1,
"empirical_bp_loss": 2.5704680254566754,
"empirical_fa_loss": 2.6773099946553027,
"empirical_gap": 0.10684196919862732,
"fixed_bp_loss": 2.5486201412594696,
"fixed_fa_loss": 2.674726176946598,
"fixed_gap": 0.12610603568712841,
"directional_bp_loss": 3.8658371527254456,
"directional_fa_loss": 3.385159624196853,
"directional_gap": -0.48067752852859247,
"kfa_fro_drift": 0.0057212510189920025,
"kbp_fro_drift": 0.006585346078790702,
"fa_bp_overlap_0": 0.9806851555329678,
"fa_bp_overlap_s": 0.9808363020643607,
"fa_bp_overlap_slope": 0.00015114653139292056,
"fa_directional_gain_s": 1984.410700810208,
"bp_directional_gain_s": 2733.7296720154964,
"fa_directional_drift_s": -0.034063049097849143,
"bp_directional_drift_s": -0.05215199954950663
},
{
"init_seed": 10000,
"feedback_seed": 100000,
"target_steps": 50,
"early_steps": 2,
"empirical_bp_loss": 2.5704680254566754,
"empirical_fa_loss": 2.6773099946553027,
"empirical_gap": 0.10684196919862732,
"fixed_bp_loss": 2.5486201412594696,
"fixed_fa_loss": 2.674726176946598,
"fixed_gap": 0.12610603568712841,
"directional_bp_loss": 3.8658371527254456,
"directional_fa_loss": 3.360130877294943,
"directional_gap": -0.5057062754305024,
"kfa_fro_drift": 0.010124591256342299,
"kbp_fro_drift": 0.008699609326803939,
"fa_bp_overlap_0": 0.9806851555329678,
"fa_bp_overlap_s": 0.9808992673810625,
"fa_bp_overlap_slope": 0.0001070559240473612,
"fa_directional_gain_s": 1915.9827975592555,
"bp_directional_gain_s": 2592.6428733031407,
"fa_directional_drift_s": -0.06737119453158721,
"bp_directional_drift_s": -0.10107009171436698
},
{
"init_seed": 10000,
"feedback_seed": 100000,
"target_steps": 50,
"early_steps": 5,
"empirical_bp_loss": 2.5704680254566754,
"empirical_fa_loss": 2.6773099946553027,
"empirical_gap": 0.10684196919862732,
"fixed_bp_loss": 2.5486201412594696,
"fixed_fa_loss": 2.674726176946598,
"fixed_gap": 0.12610603568712841,
"directional_bp_loss": 3.8658371527254456,
"directional_fa_loss": 3.2794281627249147,
"directional_gap": -0.5864089900005309,
"kfa_fro_drift": 0.01727182382675466,
"kbp_fro_drift": 0.018494600675005555,
"fa_bp_overlap_0": 0.9806851555329678,
"fa_bp_overlap_s": 0.9810806118710773,
"fa_bp_overlap_slope": 7.909126762191132e-05,
"fa_directional_gain_s": 1721.0739716728158,
"bp_directional_gain_s": 2208.8212378124035,
"fa_directional_drift_s": -0.16224552518491306,
"bp_directional_drift_s": -0.23415002769110577
},
{
"init_seed": 10000,
"feedback_seed": 100001,
"target_steps": 50,
"early_steps": 1,
"empirical_bp_loss": 2.5704680254566754,
"empirical_fa_loss": 2.6761942818704343,
"empirical_gap": 0.10572625641375888,
"fixed_bp_loss": 2.5486201412594696,
"fixed_fa_loss": 2.686715285479813,
"fixed_gap": 0.13809514422034352,
"directional_bp_loss": 3.8658371527254456,
"directional_fa_loss": 3.286064270733585,
"directional_gap": -0.5797728819918606,
"kfa_fro_drift": 0.010256676589880142,
"kbp_fro_drift": 0.006585346078790702,
"fa_bp_overlap_0": 0.9793427016451279,
"fa_bp_overlap_s": 0.9795685241560856,
"fa_bp_overlap_slope": 0.00022582251095770722,
"fa_directional_gain_s": 2048.4181412163634,
"bp_directional_gain_s": 2733.7296720154964,
"fa_directional_drift_s": -0.03279969120450552,
"bp_directional_drift_s": -0.05215199954950663
},
{
"init_seed": 10000,
"feedback_seed": 100001,
"target_steps": 50,
"early_steps": 2,
"empirical_bp_loss": 2.5704680254566754,
"empirical_fa_loss": 2.6761942818704343,
"empirical_gap": 0.10572625641375888,
"fixed_bp_loss": 2.5486201412594696,
"fixed_fa_loss": 2.686715285479813,
"fixed_gap": 0.13809514422034352,
"directional_bp_loss": 3.8658371527254456,
"directional_fa_loss": 3.2869459097168434,
"directional_gap": -0.5788912430086022,
"kfa_fro_drift": 0.012153573967221653,
"kbp_fro_drift": 0.008699609326803939,
"fa_bp_overlap_0": 0.9793427016451279,
"fa_bp_overlap_s": 0.9797325684797786,
"fa_bp_overlap_slope": 0.0001949334173253492,
"fa_directional_gain_s": 1978.896136276908,
"bp_directional_gain_s": 2592.6428733031407,
"fa_directional_drift_s": -0.06562585266663484,
"bp_directional_drift_s": -0.10107009171436698
},
{
"init_seed": 10000,
"feedback_seed": 100001,
"target_steps": 50,
"early_steps": 5,
"empirical_bp_loss": 2.5704680254566754,
"empirical_fa_loss": 2.6761942818704343,
"empirical_gap": 0.10572625641375888,
"fixed_bp_loss": 2.5486201412594696,
"fixed_fa_loss": 2.686715285479813,
"fixed_gap": 0.13809514422034352,
"directional_bp_loss": 3.8658371527254456,
"directional_fa_loss": 3.254444649138838,
"directional_gap": -0.6113925035866075,
"kfa_fro_drift": 0.020756394173052927,
"kbp_fro_drift": 0.018494600675005555,
"fa_bp_overlap_0": 0.9793427016451279,
"fa_bp_overlap_s": 0.9801603686588448,
"fa_bp_overlap_slope": 0.00016353340274337657,
"fa_directional_gain_s": 1775.6058888550517,
"bp_directional_gain_s": 2208.8212378124035,
"fa_directional_drift_s": -0.16161328127082417,
"bp_directional_drift_s": -0.23415002769110577
},
{
"init_seed": 10000,
"feedback_seed": 100002,
"target_steps": 50,
"early_steps": 1,
"empirical_bp_loss": 2.5704680254566754,
"empirical_fa_loss": 2.665831997258412,
"empirical_gap": 0.09536397180173672,
"fixed_bp_loss": 2.5486201412594696,
"fixed_fa_loss": 2.6570973933324966,
"fixed_gap": 0.10847725207302705,
"directional_bp_loss": 3.8658371527254456,
"directional_fa_loss": 3.8658371527254456,
"directional_gap": 0.0,
"kfa_fro_drift": 0.0059185583886561645,
"kbp_fro_drift": 0.006585346078790702,
"fa_bp_overlap_0": 0.9805923675370241,
"fa_bp_overlap_s": 0.9806074823235712,
"fa_bp_overlap_slope": 1.5114786547143488e-05,
"fa_directional_gain_s": 2215.901012008652,
"bp_directional_gain_s": 2733.7296720154964,
"fa_directional_drift_s": -0.042220850924819996,
"bp_directional_drift_s": -0.05215199954950663
},
{
"init_seed": 10000,
"feedback_seed": 100002,
"target_steps": 50,
"early_steps": 2,
"empirical_bp_loss": 2.5704680254566754,
"empirical_fa_loss": 2.665831997258412,
"empirical_gap": 0.09536397180173672,
"fixed_bp_loss": 2.5486201412594696,
"fixed_fa_loss": 2.6570973933324966,
"fixed_gap": 0.10847725207302705,
"directional_bp_loss": 3.8658371527254456,
"directional_fa_loss": 3.8658371527254456,
"directional_gap": 0.0,
"kfa_fro_drift": 0.008730339488493308,
"kbp_fro_drift": 0.008699609326803939,
"fa_bp_overlap_0": 0.9805923675370241,
"fa_bp_overlap_s": 0.9806190733718962,
"fa_bp_overlap_slope": 1.335291743609357e-05,
"fa_directional_gain_s": 2123.8438979838074,
"bp_directional_gain_s": 2592.6428733031407,
"fa_directional_drift_s": -0.08201070789912063,
"bp_directional_drift_s": -0.10107009171436698
},
{
"init_seed": 10000,
"feedback_seed": 100002,
"target_steps": 50,
"early_steps": 5,
"empirical_bp_loss": 2.5704680254566754,
"empirical_fa_loss": 2.665831997258412,
"empirical_gap": 0.09536397180173672,
"fixed_bp_loss": 2.5486201412594696,
"fixed_fa_loss": 2.6570973933324966,
"fixed_gap": 0.10847725207302705,
"directional_bp_loss": 3.8658371527254456,
"directional_fa_loss": 3.7228115256666987,
"directional_gap": -0.14302562705874688,
"kfa_fro_drift": 0.019503100852995645,
"kbp_fro_drift": 0.018494600675005555,
"fa_bp_overlap_0": 0.9805923675370241,
"fa_bp_overlap_s": 0.98059528222392,
"fa_bp_overlap_slope": 5.829373791899072e-07,
"fa_directional_gain_s": 1861.1186010308454,
"bp_directional_gain_s": 2208.8212378124035,
"fa_directional_drift_s": -0.19556849319388608,
"bp_directional_drift_s": -0.23415002769110577
},
{
"init_seed": 10000,
"feedback_seed": 100003,
"target_steps": 50,
"early_steps": 1,
"empirical_bp_loss": 2.5704680254566754,
"empirical_fa_loss": 2.665868768518039,
"empirical_gap": 0.0954007430613637,
"fixed_bp_loss": 2.5486201412594696,
"fixed_fa_loss": 2.6694883149629254,
"fixed_gap": 0.12086817370345582,
"directional_bp_loss": 3.8658371527254456,
"directional_fa_loss": 3.8658371527254456,
"directional_gap": 0.0,
"kfa_fro_drift": 0.007221673320200367,
"kbp_fro_drift": 0.006585346078790702,
"fa_bp_overlap_0": 0.9773423620210906,
"fa_bp_overlap_s": 0.9774137712707848,
"fa_bp_overlap_slope": 7.14092496941765e-05,
"fa_directional_gain_s": 2313.194200327081,
"bp_directional_gain_s": 2733.7296720154964,
"fa_directional_drift_s": -0.042705235300988985,
"bp_directional_drift_s": -0.05215199954950663
},
{
"init_seed": 10000,
"feedback_seed": 100003,
"target_steps": 50,
"early_steps": 2,
"empirical_bp_loss": 2.5704680254566754,
"empirical_fa_loss": 2.665868768518039,
"empirical_gap": 0.0954007430613637,
"fixed_bp_loss": 2.5486201412594696,
"fixed_fa_loss": 2.6694883149629254,
"fixed_gap": 0.12086817370345582,
"directional_bp_loss": 3.8658371527254456,
"directional_fa_loss": 3.8658371527254456,
"directional_gap": 0.0,
"kfa_fro_drift": 0.010905745405402506,
"kbp_fro_drift": 0.008699609326803939,
"fa_bp_overlap_0": 0.9773423620210906,
"fa_bp_overlap_s": 0.9774462865458688,
"fa_bp_overlap_slope": 5.1962262389126934e-05,
"fa_directional_gain_s": 2213.9016326765113,
"bp_directional_gain_s": 2592.6428733031407,
"fa_directional_drift_s": -0.0837965778142862,
"bp_directional_drift_s": -0.10107009171436698
},
{
"init_seed": 10000,
"feedback_seed": 100003,
"target_steps": 50,
"early_steps": 5,
"empirical_bp_loss": 2.5704680254566754,
"empirical_fa_loss": 2.665868768518039,
"empirical_gap": 0.0954007430613637,
"fixed_bp_loss": 2.5486201412594696,
"fixed_fa_loss": 2.6694883149629254,
"fixed_gap": 0.12086817370345582,
"directional_bp_loss": 3.8658371527254456,
"directional_fa_loss": 3.7750787437205657,
"directional_gap": -0.09075840900487986,
"kfa_fro_drift": 0.01593493947748635,
"kbp_fro_drift": 0.018494600675005555,
"fa_bp_overlap_0": 0.9773423620210906,
"fa_bp_overlap_s": 0.9774743013922653,
"fa_bp_overlap_slope": 2.6387874234945487e-05,
"fa_directional_gain_s": 1935.6582715355592,
"bp_directional_gain_s": 2208.8212378124035,
"fa_directional_drift_s": -0.19894510831588735,
"bp_directional_drift_s": -0.23415002769110577
},
{
"init_seed": 10001,
"feedback_seed": 101000,
"target_steps": 50,
"early_steps": 1,
"empirical_bp_loss": 2.570334573821084,
"empirical_fa_loss": 2.697143412487514,
"empirical_gap": 0.1268088386664301,
"fixed_bp_loss": 2.5510676448481027,
"fixed_fa_loss": 2.6946737310587165,
"fixed_gap": 0.14360608621061388,
"directional_bp_loss": 4.066101667089287,
"directional_fa_loss": 4.066101667089287,
"directional_gap": 0.0,
"kfa_fro_drift": 0.006484177311394147,
"kbp_fro_drift": 0.006384612514262938,
"fa_bp_overlap_0": 0.976951289661455,
"fa_bp_overlap_s": 0.9770480161704411,
"fa_bp_overlap_slope": 9.672650898617796e-05,
"fa_directional_gain_s": 2558.0484494675547,
"bp_directional_gain_s": 3642.853516902313,
"fa_directional_drift_s": -0.04312301540828878,
"bp_directional_drift_s": -0.06369219976030034
},
{
"init_seed": 10001,
"feedback_seed": 101000,
"target_steps": 50,
"early_steps": 2,
"empirical_bp_loss": 2.570334573821084,
"empirical_fa_loss": 2.697143412487514,
"empirical_gap": 0.1268088386664301,
"fixed_bp_loss": 2.5510676448481027,
"fixed_fa_loss": 2.6946737310587165,
"fixed_gap": 0.14360608621061388,
"directional_bp_loss": 4.066101667089287,
"directional_fa_loss": 4.066101667089287,
"directional_gap": 0.0,
"kfa_fro_drift": 0.009943291504341702,
"kbp_fro_drift": 0.009896827277091172,
"fa_bp_overlap_0": 0.976951289661455,
"fa_bp_overlap_s": 0.9770564468965752,
"fa_bp_overlap_slope": 5.2578617560139485e-05,
"fa_directional_gain_s": 2447.8190839515664,
"bp_directional_gain_s": 3410.877842279085,
"fa_directional_drift_s": -0.08435598850164468,
"bp_directional_drift_s": -0.12331596245287509
},
{
"init_seed": 10001,
"feedback_seed": 101000,
"target_steps": 50,
"early_steps": 5,
"empirical_bp_loss": 2.570334573821084,
"empirical_fa_loss": 2.697143412487514,
"empirical_gap": 0.1268088386664301,
"fixed_bp_loss": 2.5510676448481027,
"fixed_fa_loss": 2.6946737310587165,
"fixed_gap": 0.14360608621061388,
"directional_bp_loss": 4.066101667089287,
"directional_fa_loss": 3.990204808513375,
"directional_gap": -0.07589685857591189,
"kfa_fro_drift": 0.016559323111176562,
"kbp_fro_drift": 0.017483644584136898,
"fa_bp_overlap_0": 0.976951289661455,
"fa_bp_overlap_s": 0.977089676811308,
"fa_bp_overlap_slope": 2.7677429970607292e-05,
"fa_directional_gain_s": 2137.5969318534508,
"bp_directional_gain_s": 2782.9928969587368,
"fa_directional_drift_s": -0.20039930953998655,
"bp_directional_drift_s": -0.284698672251328
},
{
"init_seed": 10001,
"feedback_seed": 101001,
"target_steps": 50,
"early_steps": 1,
"empirical_bp_loss": 2.570334573821084,
"empirical_fa_loss": 2.678819805545933,
"empirical_gap": 0.10848523172484903,
"fixed_bp_loss": 2.5510676448481027,
"fixed_fa_loss": 2.6851718899206034,
"fixed_gap": 0.13410424507250074,
"directional_bp_loss": 4.066101667089287,
"directional_fa_loss": 4.066101667089287,
"directional_gap": 0.0,
"kfa_fro_drift": 0.007918613299755812,
"kbp_fro_drift": 0.006384612514262938,
"fa_bp_overlap_0": 0.9828127818056384,
"fa_bp_overlap_s": 0.982929851452701,
"fa_bp_overlap_slope": 0.00011706964706259537,
"fa_directional_gain_s": 2764.8865641420475,
"bp_directional_gain_s": 3642.853516902313,
"fa_directional_drift_s": -0.04339146607993533,
"bp_directional_drift_s": -0.06369219976030034
},
{
"init_seed": 10001,
"feedback_seed": 101001,
"target_steps": 50,
"early_steps": 2,
"empirical_bp_loss": 2.570334573821084,
"empirical_fa_loss": 2.678819805545933,
"empirical_gap": 0.10848523172484903,
"fixed_bp_loss": 2.5510676448481027,
"fixed_fa_loss": 2.6851718899206034,
"fixed_gap": 0.13410424507250074,
"directional_bp_loss": 4.066101667089287,
"directional_fa_loss": 4.066101667089287,
"directional_gap": 0.0,
"kfa_fro_drift": 0.010209082104582094,
"kbp_fro_drift": 0.009896827277091172,
"fa_bp_overlap_0": 0.9828127818056384,
"fa_bp_overlap_s": 0.9829953623325879,
"fa_bp_overlap_slope": 9.129026347476366e-05,
"fa_directional_gain_s": 2640.0805951102316,
"bp_directional_gain_s": 3410.877842279085,
"fa_directional_drift_s": -0.08657242569266566,
"bp_directional_drift_s": -0.12331596245287509
},
{
"init_seed": 10001,
"feedback_seed": 101001,
"target_steps": 50,
"early_steps": 5,
"empirical_bp_loss": 2.570334573821084,
"empirical_fa_loss": 2.678819805545933,
"empirical_gap": 0.10848523172484903,
"fixed_bp_loss": 2.5510676448481027,
"fixed_fa_loss": 2.6851718899206034,
"fixed_gap": 0.13410424507250074,
"directional_bp_loss": 4.066101667089287,
"directional_fa_loss": 4.066101667089287,
"directional_gap": 0.0,
"kfa_fro_drift": 0.01545339741556104,
"kbp_fro_drift": 0.017483644584136898,
"fa_bp_overlap_0": 0.9828127818056384,
"fa_bp_overlap_s": 0.9831641204628632,
"fa_bp_overlap_slope": 7.026773144496179e-05,
"fa_directional_gain_s": 2287.162854386855,
"bp_directional_gain_s": 2782.9928969587368,
"fa_directional_drift_s": -0.20867657525387207,
"bp_directional_drift_s": -0.284698672251328
},
{
"init_seed": 10001,
"feedback_seed": 101002,
"target_steps": 50,
"early_steps": 1,
"empirical_bp_loss": 2.570334573821084,
"empirical_fa_loss": 2.684839622758295,
"empirical_gap": 0.11450504893721103,
"fixed_bp_loss": 2.5510676448481027,
"fixed_fa_loss": 2.6900721075509733,
"fixed_gap": 0.1390044627028706,
"directional_bp_loss": 4.066101667089287,
"directional_fa_loss": 4.066101667089287,
"directional_gap": 0.0,
"kfa_fro_drift": 0.004696247795133425,
"kbp_fro_drift": 0.006384612514262938,
"fa_bp_overlap_0": 0.9828061326343368,
"fa_bp_overlap_s": 0.9828344264937947,
"fa_bp_overlap_slope": 2.82938594579063e-05,
"fa_directional_gain_s": 2817.025852575887,
"bp_directional_gain_s": 3642.853516902313,
"fa_directional_drift_s": -0.047765096434622456,
"bp_directional_drift_s": -0.06369219976030034
},
{
"init_seed": 10001,
"feedback_seed": 101002,
"target_steps": 50,
"early_steps": 2,
"empirical_bp_loss": 2.570334573821084,
"empirical_fa_loss": 2.684839622758295,
"empirical_gap": 0.11450504893721103,
"fixed_bp_loss": 2.5510676448481027,
"fixed_fa_loss": 2.6900721075509733,
"fixed_gap": 0.1390044627028706,
"directional_bp_loss": 4.066101667089287,
"directional_fa_loss": 4.066101667089287,
"directional_gap": 0.0,
"kfa_fro_drift": 0.011615547485972856,
"kbp_fro_drift": 0.009896827277091172,
"fa_bp_overlap_0": 0.9828061326343368,
"fa_bp_overlap_s": 0.9828370787349955,
"fa_bp_overlap_slope": 1.5473050329339877e-05,
"fa_directional_gain_s": 2681.6012528700435,
"bp_directional_gain_s": 3410.877842279085,
"fa_directional_drift_s": -0.09354246497504826,
"bp_directional_drift_s": -0.12331596245287509
},
{
"init_seed": 10001,
"feedback_seed": 101002,
"target_steps": 50,
"early_steps": 5,
"empirical_bp_loss": 2.570334573821084,
"empirical_fa_loss": 2.684839622758295,
"empirical_gap": 0.11450504893721103,
"fixed_bp_loss": 2.5510676448481027,
"fixed_fa_loss": 2.6900721075509733,
"fixed_gap": 0.1390044627028706,
"directional_bp_loss": 4.066101667089287,
"directional_fa_loss": 4.066101667089287,
"directional_gap": 0.0,
"kfa_fro_drift": 0.016755592275579465,
"kbp_fro_drift": 0.017483644584136898,
"fa_bp_overlap_0": 0.9828061326343368,
"fa_bp_overlap_s": 0.98286698124195,
"fa_bp_overlap_slope": 1.2169721522647947e-05,
"fa_directional_gain_s": 2302.9660340708997,
"bp_directional_gain_s": 2782.9928969587368,
"fa_directional_drift_s": -0.22153194392497408,
"bp_directional_drift_s": -0.284698672251328
},
{
"init_seed": 10001,
"feedback_seed": 101003,
"target_steps": 50,
"early_steps": 1,
"empirical_bp_loss": 2.570334573821084,
"empirical_fa_loss": 2.681052714285519,
"empirical_gap": 0.11071814046443507,
"fixed_bp_loss": 2.5510676448481027,
"fixed_fa_loss": 2.6833566536237186,
"fixed_gap": 0.1322890087756159,
"directional_bp_loss": 4.066101667089287,
"directional_fa_loss": 4.066101667089287,
"directional_gap": 0.0,
"kfa_fro_drift": 0.004897653710957696,
"kbp_fro_drift": 0.006384612514262938,
"fa_bp_overlap_0": 0.9792574873433338,
"fa_bp_overlap_s": 0.9793685321860623,
"fa_bp_overlap_slope": 0.00011104484272850268,
"fa_directional_gain_s": 2642.014618440444,
"bp_directional_gain_s": 3642.853516902313,
"fa_directional_drift_s": -0.04286501182071257,
"bp_directional_drift_s": -0.06369219976030034
},
{
"init_seed": 10001,
"feedback_seed": 101003,
"target_steps": 50,
"early_steps": 2,
"empirical_bp_loss": 2.570334573821084,
"empirical_fa_loss": 2.681052714285519,
"empirical_gap": 0.11071814046443507,
"fixed_bp_loss": 2.5510676448481027,
"fixed_fa_loss": 2.6833566536237186,
"fixed_gap": 0.1322890087756159,
"directional_bp_loss": 4.066101667089287,
"directional_fa_loss": 4.066101667089287,
"directional_gap": 0.0,
"kfa_fro_drift": 0.00887689134694127,
"kbp_fro_drift": 0.009896827277091172,
"fa_bp_overlap_0": 0.9792574873433338,
"fa_bp_overlap_s": 0.9794836801266967,
"fa_bp_overlap_slope": 0.00011309639168144425,
"fa_directional_gain_s": 2527.264099032341,
"bp_directional_gain_s": 3410.877842279085,
"fa_directional_drift_s": -0.08443621898612716,
"bp_directional_drift_s": -0.12331596245287509
},
{
"init_seed": 10001,
"feedback_seed": 101003,
"target_steps": 50,
"early_steps": 5,
"empirical_bp_loss": 2.570334573821084,
"empirical_fa_loss": 2.681052714285519,
"empirical_gap": 0.11071814046443507,
"fixed_bp_loss": 2.5510676448481027,
"fixed_fa_loss": 2.6833566536237186,
"fixed_gap": 0.1322890087756159,
"directional_bp_loss": 4.066101667089287,
"directional_fa_loss": 4.003389756543286,
"directional_gap": -0.06271191054600056,
"kfa_fro_drift": 0.015809691563003,
"kbp_fro_drift": 0.017483644584136898,
"fa_bp_overlap_0": 0.9792574873433338,
"fa_bp_overlap_s": 0.9798000976433185,
"fa_bp_overlap_slope": 0.00010852205999694054,
"fa_directional_gain_s": 2205.1230693187536,
"bp_directional_gain_s": 2782.9928969587368,
"fa_directional_drift_s": -0.20113975594421707,
"bp_directional_drift_s": -0.284698672251328
}
]
}
|
