{ "config": { "input_dim": 16, "output_dim": 4, "width": 64, "train_samples": 128, "test_samples": 512, "steps": 50, "lr": 0.001, "init_seeds": 2, "feedback_seeds": 4, "data_seed": 123, "feedback_scale": "relu", "device": "cpu", "torch_threads": 8, "outdir": "outputs/finite_time_kernel_probe_T50_N128_8runs" }, "rows": [ { "init_seed": 10000, "feedback_seed": 100000, "steps": 50, "empirical_bp_loss": 2.3569658321941453, "empirical_fa_loss": 2.4674972235655037, "empirical_gap": 0.11053139137135837, "fixed_bp_loss": 2.332728873052325, "fixed_fa_loss": 2.4705516327579597, "fixed_gap": 0.13782275970563473, "tv_bp_loss": 2.356762546477626, "tv_fa_loss": 2.4675718438301733, "tv_gap": 0.11080929735254719, "fixed_gap_error": 0.027291368334276367, "tv_gap_error": 0.0002779059811888196, "fixed_bp_error": -0.024236959141820336, "fixed_fa_error": 0.0030544091924560313, "tv_bp_error": -0.00020328571651928584, "tv_fa_error": 7.462026466953375e-05 }, { "init_seed": 10000, "feedback_seed": 100001, "steps": 50, "empirical_bp_loss": 2.3569658321941453, "empirical_fa_loss": 2.4714364509805256, "empirical_gap": 0.11447061878638021, "fixed_bp_loss": 2.332728873052325, "fixed_fa_loss": 2.48436919706372, "fixed_gap": 0.15164032401139504, "tv_bp_loss": 2.356762546477626, "tv_fa_loss": 2.471623224484698, "tv_gap": 0.114860678007072, "fixed_gap_error": 0.03716970522501484, "tv_gap_error": 0.0003900592206917963, "fixed_bp_error": -0.024236959141820336, "fixed_fa_error": 0.012932746083194502, "tv_bp_error": -0.00020328571651928584, "tv_fa_error": 0.00018677350417251048 }, { "init_seed": 10000, "feedback_seed": 100002, "steps": 50, "empirical_bp_loss": 2.3569658321941453, "empirical_fa_loss": 2.4572996708485597, "empirical_gap": 0.10033383865441436, "fixed_bp_loss": 2.332728873052325, "fixed_fa_loss": 2.4487734594838644, "fixed_gap": 0.11604458643153936, "tv_bp_loss": 2.356762546477626, "tv_fa_loss": 2.4572022192108776, "tv_gap": 0.1004396727332515, "fixed_gap_error": 0.015710747777125, "tv_gap_error": 0.00010583407883713036, "fixed_bp_error": -0.024236959141820336, "fixed_fa_error": -0.008526211364695335, "tv_bp_error": -0.00020328571651928584, "tv_fa_error": -9.745163768215548e-05 }, { "init_seed": 10000, "feedback_seed": 100003, "steps": 50, "empirical_bp_loss": 2.3569658321941453, "empirical_fa_loss": 2.454226960126308, "empirical_gap": 0.09726112793216268, "fixed_bp_loss": 2.332728873052325, "fixed_fa_loss": 2.4566033375851983, "fixed_gap": 0.12387446453287332, "tv_bp_loss": 2.356762546477626, "tv_fa_loss": 2.4542504265936973, "tv_gap": 0.09748788011607123, "fixed_gap_error": 0.026613336600710635, "tv_gap_error": 0.00022675218390855179, "fixed_bp_error": -0.024236959141820336, "fixed_fa_error": 0.0023763774588902997, "tv_bp_error": -0.00020328571651928584, "tv_fa_error": 2.3466467389265944e-05 }, { "init_seed": 10001, "feedback_seed": 101000, "steps": 50, "empirical_bp_loss": 2.4152655744770044, "empirical_fa_loss": 2.5609120318212937, "empirical_gap": 0.14564645734428927, "fixed_bp_loss": 2.388693912379294, "fixed_fa_loss": 2.562959593837799, "fixed_gap": 0.1742656814585053, "tv_bp_loss": 2.4149952181728596, "tv_fa_loss": 2.560923416030646, "tv_gap": 0.14592819785778666, "fixed_gap_error": 0.028619224114216024, "tv_gap_error": 0.00028174051349738605, "fixed_bp_error": -0.026571662097710558, "fixed_fa_error": 0.0020475620165054664, "tv_bp_error": -0.00027035630414484757, "tv_fa_error": 1.1384209352538477e-05 }, { "init_seed": 10001, "feedback_seed": 101001, "steps": 50, "empirical_bp_loss": 2.4152655744770044, "empirical_fa_loss": 2.5542741859892297, "empirical_gap": 0.13900861151222532, "fixed_bp_loss": 2.388693912379294, "fixed_fa_loss": 2.561600287495685, "fixed_gap": 0.17290637511639106, "tv_bp_loss": 2.4149952181728596, "tv_fa_loss": 2.554344095929653, "tv_gap": 0.1393488777567935, "fixed_gap_error": 0.03389776360416574, "tv_gap_error": 0.000340266244568177, "fixed_bp_error": -0.026571662097710558, "fixed_fa_error": 0.007326101506455185, "tv_bp_error": -0.00027035630414484757, "tv_fa_error": 6.990994042332943e-05 }, { "init_seed": 10001, "feedback_seed": 101002, "steps": 50, "empirical_bp_loss": 2.4152655744770044, "empirical_fa_loss": 2.5723825601131525, "empirical_gap": 0.15711698563614807, "fixed_bp_loss": 2.388693912379294, "fixed_fa_loss": 2.5737215967324123, "fixed_gap": 0.18502768435311845, "tv_bp_loss": 2.4149952181728596, "tv_fa_loss": 2.572388122690847, "tv_gap": 0.15739290451798738, "fixed_gap_error": 0.027910698716970384, "tv_gap_error": 0.0002759188818393099, "fixed_bp_error": -0.026571662097710558, "fixed_fa_error": 0.0013390366192598258, "tv_bp_error": -0.00027035630414484757, "tv_fa_error": 5.562577694462334e-06 }, { "init_seed": 10001, "feedback_seed": 101003, "steps": 50, "empirical_bp_loss": 2.4152655744770044, "empirical_fa_loss": 2.555275162766506, "empirical_gap": 0.1400095882895016, "fixed_bp_loss": 2.388693912379294, "fixed_fa_loss": 2.5529535476349148, "fixed_gap": 0.16425963525562093, "tv_bp_loss": 2.4149952181728596, "tv_fa_loss": 2.555287958717689, "tv_gap": 0.14029274054482954, "fixed_gap_error": 0.02425004696611932, "tv_gap_error": 0.0002831522553279342, "fixed_bp_error": -0.026571662097710558, "fixed_fa_error": -0.002321615131591237, "tv_bp_error": -0.00027035630414484757, "tv_fa_error": 1.2795951183086629e-05 } ] }