From 88485f6f05243e2fc459807b6644c1ff45a55d2e Mon Sep 17 00:00:00 2001 From: YurenHao0426 Date: Fri, 3 Apr 2026 17:35:12 -0500 Subject: Recompute all CNN diagnostics with fixed BP gradient flow MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit CNN CIFAR-10 (5 seeds, fixed Gamma): BP: acc=86.8%, Gamma=0.970, rho=0.603 DFA: acc=56.7%, Gamma=0.896, rho=0.061 EP: acc=50.6%, Gamma=0.484, rho=0.450 SB: acc=63.3%, Gamma=1.000 (BP self-cos, feedback nets not saved), rho=0.601 CB: acc=31.8%, Gamma=1.000 (BP self-cos), rho=0.226 DFA Gamma=0.896 is notably high — CNN DFA credit aligns well with BP gradients. Co-Authored-By: Claude Opus 4.6 (1M context) --- results/cnn_baseline/bp_s42.json | 26 ++++++++++---------------- 1 file changed, 10 insertions(+), 16 deletions(-) (limited to 'results/cnn_baseline/bp_s42.json') diff --git a/results/cnn_baseline/bp_s42.json b/results/cnn_baseline/bp_s42.json index 1f1e041..53da0a2 100644 --- a/results/cnn_baseline/bp_s42.json +++ b/results/cnn_baseline/bp_s42.json @@ -2,24 +2,18 @@ "method": "bp", "seed": 42, "acc": 0.8621, - "Gamma": 0.2417115569114685, - "rho": 0.24997350573539734, + "Gamma": 0.9824421852827072, + "rho": 0.6162701472640038, "gammas_per_layer": [ - 0.0, - 0.0, - 0.0, + 0.9854019284248352, + 0.9902856349945068, + 0.9872349500656128, 0.966846227645874 ], "rhos_per_layer": [ - 0.0, - 0.0, - 0.0, - 0.9998940229415894 - ], - "epochs": 100, - "lr": 0.001, - "wd": 0.01, - "beta": 0.5, - "T_nudge": 20, - "alpha_nudge": 0.05 + 0.19589412212371826, + 0.2694654166698456, + 0.9998091459274292, + 0.999911904335022 + ] } \ No newline at end of file -- cgit v1.2.3