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2026-04-08paper v2.31.8: Appendix I EP random-target ‖h_L‖ values from saved JSONYurenHao0426
Appendix I claimed EP random-target ‖h_L‖ "≈586 at 5 ep" and "≈2,085 at 100 ep" without a saved-JSON source. Re-measured on the saved checkpoints with consistent methodology (model.eval(), n=2048 test median), giving 557 (5 ep) and 2151 (100 ep). The ~5% discrepancy is likely model.train() vs model.eval() LN-batch-stats; the new values are reproducible. Saved results/ep_random_h_L_summary.json as the source of truth. The "26× smaller than DFA's 14,510 at 3 ep" comparison still holds (was "25×"; updated to "26×" with the new EP values). The fixed-feedback vs energy-based separation conclusion is unchanged. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>