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authorYurenHao0426 <Blackhao0426@gmail.com>2026-04-08 21:21:22 -0500
committerYurenHao0426 <Blackhao0426@gmail.com>2026-04-08 21:21:22 -0500
commit4bbe7f0e7b9985f790b528f639bde39717a8f379 (patch)
treee1053f360b912ef08591735fa7ba77f398e6c73e /results/confirmatory/clean_grads/dfa_s42.json
parent5995929511404ba3e0b8b4f1bfef69dbf291c7a9 (diff)
paper v2.37.1: abstract mentions nudging + training-loss confirmation
Earlier (during the page-budget-constrained polish loop) I tried to add the nudging-test mention to the abstract but had to revert because it pushed §7 onto p10. With page budget relaxed, re-attempting the update. Old abstract sentence about Mode 2 dissociation: "...while Credit Bridge attains much higher deep BP cosine than DFA at the same final accuracy, a dissociation that motivates reporting layerwise credit quality jointly with a depth-utilization baseline." New abstract sentence: "...while Credit Bridge attains roughly 4× DFA's deep BP cosine yet matches DFA's accuracy—a dissociation that single-step nudging and integrated training-loss decrease both confirm against the reverse cosine ordering, and that motivates reporting layerwise credit quality jointly with a depth-utilization baseline." This now references the v2.33 functional triangulation in the abstract, matching the §4 main-text framing. A reader of just the abstract now sees the strongest form of the cos-vs-acc dissociation: it's not just "CB has higher cos but same acc" (which could be a noisy single measurement) but "three independent functional metrics rank the methods opposite to deep cosine". Page count: 20 (unchanged). Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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