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authorYurenHao0426 <Blackhao0426@gmail.com>2026-04-08 15:31:03 -0500
committerYurenHao0426 <Blackhao0426@gmail.com>2026-04-08 15:31:03 -0500
commit8edd4505568ef327eb72be2c5c57d24439b36986 (patch)
tree66481ba16442d7eab33553280dd61d096b2f30b1 /paper/neurips_2026.sty
parent3d4e6844d56ab87a3798e010400616bc3a49da7d (diff)
Intro: add slower FA-first opening paragraph (user feedback)
User flagged that intro entered the critique too fast without first explaining what feedback alignment is. Based on Bartunov et al. 2018's intro structure (their Section 1 opens with the weight-transport problem, introduces FA as the response, and only then motivates the evaluation question), rewrote §1 paragraph 1. New §1 ¶1: - BP is standard but biologically implausible (weight-transport problem) - FA (Lillicrap 2016) side-steps via random feedback - DFA (Nokland 2016) simplifies by direct projection per layer - Parallel lines: target propagation (Lee 2015), equilibrium propagation - Modern scaling: Launay 2020 (transformers), Akrout 2019 - Evaluation converged on accuracy + Gamma cosine summary §1 ¶2 (old ¶1) then starts the audit critique against this backdrop, so a reader who arrived without any FA context now has one paragraph of set-up before the critique begins. Page-budget side effect: the ~110-word addition pushed main content to 10 pages briefly. Recovered by shrinking Figure 4 (cross_arch_summary) from width=\linewidth to width=0.78\linewidth, which freed enough p9 vertical space for §7 to fit entirely on p9. Result: main content strictly 9 pages (§1-§7 on p1-p9, references and appendices on p10+). Total 18 pages. 0 overfull hbox. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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