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2026-04-03Fix CNN compute_bp_grads: remove inter-layer detach so gradients flow to all ...YurenHao0426
2026-04-03Add checkpoint saving to ep_synthetic.pyYurenHao0426
2026-04-03Fix EP credit sign in cnn_baseline.pyYurenHao0426
2026-04-02Fix EP credit sign: negate (h_nudge - h_free)/β to align with BP grad directionYurenHao0426
2026-04-02Add --d_hidden arg to ep_baseline.py for d=512 supportYurenHao0426
2026-04-02Fix ep_synthetic: bp dict needs L+1 entries for EP credit comparisonYurenHao0426
2026-04-02Add EP synthetic ladder scriptYurenHao0426
2026-04-02Fix CNN state bridge: use custom CNNStateBridge for variable input dimsYurenHao0426
2026-04-02Add SB and CB methods to cnn_baseline.pyYurenHao0426
2026-04-02Fix gelu_ablation.py: compute method-specific Gamma instead of hardcoded 1.0YurenHao0426
2026-04-02Add GELU/ReLU ablation script for CIFAR MLPYurenHao0426
2026-04-02Add CNN baseline: SmallCNN with BP/DFA/EP on CIFAR-10YurenHao0426
2026-04-02Add EP baseline implementation (Scellier & Bengio 2017) for CIFAR MLPYurenHao0426
2026-04-01Add d512_sparsity.py: support sparsity for d=512 checkpointsYurenHao0426
2026-04-01Add cifar_d512_confirmatory.py: L=4 d=512 with checkpoint savingYurenHao0426
2026-04-01Add clean_sparsity_persample.py: per-sample gradient statsYurenHao0426
2026-04-01Add clean_sparsity_full.py: independent-process full sparsity analysisYurenHao0426
2026-04-01Add clean gradient check: independent Python process per method, GPU 1YurenHao0426
2026-04-01Add confirmatory supplement: T1-T4 from checkpoints (no retraining)YurenHao0426
2026-04-01Add extended sparsity analysis: A4 per-layer, B1 snapshots, B2 active subset,...YurenHao0426
2026-04-01Add BP support sparsity analysis: threshold sweep + gradient histogramsYurenHao0426
2026-03-31Update naive StateErr v3: L2 norm ratio formula, with checkpoints savedYurenHao0426
2026-03-31Add BP supplement for A2 CIFAR: 10 seeds with acc, Gamma, rho, naive_StateErrYurenHao0426
2026-03-31Add naive state prediction baseline for A1 and A2YurenHao0426
2026-03-30Add confirmatory paper experiments: A1-A4, all 10 seeds completeYurenHao0426
2026-03-27Add Phase 10A.8C: 3-seed replication — scaffold gains are marginalYurenHao0426
2026-03-27Add Phase 10A.8: freeze-with-decay confirms stale aux is main freeze failure ...YurenHao0426
2026-03-27Add Phase 10A.7: minimal aux compression — continuous trainability is essen...YurenHao0426
2026-03-26Add Phase 10A.6: gain requires trainable depth-aware aux, not semantic creditYurenHao0426
2026-03-26Add Phase 10A.5: blend gain is implicit regularization, not learned creditYurenHao0426
2026-03-26Add Phase 10A: no prefit threshold — even random Vec blend beats DFA by +1.3%YurenHao0426
2026-03-26Add Phase 9B+9C: periodic refit fails, top-down curriculum neutralYurenHao0426
2026-03-25Add Phase 9A: checkpointed handoff — blend(Vec+DFA) outperforms pure DFAYurenHao0426
2026-03-25Add Phase 8: schedule timing test — online co-learning is the remaining bot...YurenHao0426
2026-03-25Add Phase 7A: snapshot time sweep shows early snapshots have positive held-ou...YurenHao0426
2026-03-25Add Phase 6.5A: same-batch linesearch REVISES Phase 6A conclusionYurenHao0426
2026-03-24Add Phase 6: snapshot exploitability reveals local update rule is the bottleneckYurenHao0426
2026-03-24Add Phase 5: vector field audit, frozen CIFAR transfer, online pilotYurenHao0426
2026-03-24Add Phase 4 diagnostic dissection: frozen credit recovery, online shallow sca...YurenHao0426
2026-03-24Add CIFAR deltaL test (failed) and pivot design memoYurenHao0426
2026-03-24Add exploration visualization: CIFAR depth scan, boundary ablation, synth vs ...YurenHao0426
2026-03-24Add Phase 3 boundary-condition ablation results and combined memoYurenHao0426
2026-03-23Add Phase 2 explore experiments: synthetic nonlinearity ladder + CIFAR depth ...YurenHao0426
2026-03-23Add final report, plots, experiment guide, and complete NOTE.mdYurenHao0426
2026-03-23Sync state bridge: use normalized MSE target in both toy and CIFARYurenHao0426
2026-03-23Initial implementation: all models, methods, toy and CIFAR experimentsYurenHao0426