From 4bbe7f0e7b9985f790b528f639bde39717a8f379 Mon Sep 17 00:00:00 2001 From: YurenHao0426 Date: Wed, 8 Apr 2026 21:21:22 -0500 Subject: paper v2.37.1: abstract mentions nudging + training-loss confirmation MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit 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) --- paper/main.pdf | Bin 537138 -> 537258 bytes 1 file changed, 0 insertions(+), 0 deletions(-) (limited to 'paper/main.pdf') diff --git a/paper/main.pdf b/paper/main.pdf index 30f1465..631684a 100644 Binary files a/paper/main.pdf and b/paper/main.pdf differ -- cgit v1.2.3