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<title>faeval.git/experiments/cifar_frozen_credit_recovery.py, branch master</title>
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<title>Add Phase 4 diagnostic dissection: frozen credit recovery, online shallow scan, vector field pilot</title>
<updated>2026-03-24T17:47:19+00:00</updated>
<author>
<name>YurenHao0426</name>
<email>Blackhao0426@gmail.com</email>
</author>
<published>2026-03-24T17:47:19+00:00</published>
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Key findings:
- Frozen CIFAR: estimators CAN recover credit (SB best, CB 20x &gt; DFA)
- Online shallow: cb_eT wr=0.2 tgw=1.0 achieves S1&gt;0, S2 marginal
- Vector credit field: 0.91-0.96 Gamma/rho on synthetic (vs 0.34 scalar CB)
- Direct vector field avoids scalar V curvature problem entirely

Co-Authored-By: Claude Opus 4.6 (1M context) &lt;noreply@anthropic.com&gt;
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Key findings:
- Frozen CIFAR: estimators CAN recover credit (SB best, CB 20x &gt; DFA)
- Online shallow: cb_eT wr=0.2 tgw=1.0 achieves S1&gt;0, S2 marginal
- Vector credit field: 0.91-0.96 Gamma/rho on synthetic (vs 0.34 scalar CB)
- Direct vector field avoids scalar V curvature problem entirely

Co-Authored-By: Claude Opus 4.6 (1M context) &lt;noreply@anthropic.com&gt;
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