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authorYurenHao0426 <Blackhao0426@gmail.com>2026-03-26 22:07:35 -0500
committerYurenHao0426 <Blackhao0426@gmail.com>2026-03-26 22:07:35 -0500
commitb4e3cbeae6cb4cf4a4b69b84a475afcd7d7e9dbe (patch)
treefca5a27504471091eba74a8f7efe2cf48eb85826 /experiments/checkpointed_handoff.py
parent610e1169e19378cccd2d9b92a588c24dca7f3df7 (diff)
Add Phase 10A.6: gain requires trainable depth-aware aux, not semantic credit
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>
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