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arxiv: 2607.12501 · 2 revisions

Gauge-Fixing the Forward-Forward Objective: A Whitened Goodness Derived from a Likelihood-Ratio Account

1. 2026-08-02 CONDITIONAL MODERATE v1.3.0-alltime-deepseek novelty 7.0
   204873 ms 13097 in 20010 out 2026-08-02T06:28:54.460422+00:00
2. 2026-07-15 CONDITIONAL LOW v1.1.0-grok45 novelty 6.5
   24832 ms 6065 in 2611 out 2026-07-15T05:35:59.592866+00:00