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path: root/experiments/structured_vs_semantic_aux.py
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2026-03-26Add Phase 10A.6: gain requires trainable depth-aware aux, not semantic creditYurenHao0426
9-branch dissection results: - zero_target crashes (-9.1%): aux must output non-zero - constant_input neutral (+0.0%): needs at least depth info - time_only works (+1.0%): h_l not needed, just depth index - shuffled/fresh_random work (+1.3-1.4%): no semantic content needed - prefit60_trainable ≈ random_trainable: prefit adds nothing - All frozen branches crash: trainability is essential Mechanism: depth-aware trainable auxiliary perturbation that diversifies block-local updates. Not semantic credit, not pure trainability. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>