Answers are grounded in this paper and cite their sources.
Bridge Paper evaluates normalization methods in relation to schizophrenia, indicating these approaches are rejected.
This Bridge Paper closes two lines of inquiry. Part I resolves the AUDIT-4 carryover concerning LLM-11 ("the grokking training-dynamics timeline is structurally isomorphic to the clinical course of schizophrenia"): connection_audit finds it REFUTED, inheriting the falsification independently established for LLM-23 this session. Part II audits whether biological divisive normalization shares structural grounding with WCM-PL/LLM normalization (RMSNorm, LayerNorm) beyond surface algebra. Three sub-claims are tested. Brain-Norm-2 (an "outlier-preservation" analogy) is REFUTED on mechanism-level inspection. Brain-Norm-1 (a general gain-control template match) is resolved via an original derivation: applying Bucher and Brandenburger's (2022, PNAS) efficient-coding logic to RMSNorm yields a necessary and sufficient condition (isotropic input direction) that is directly falsified by the well-documented anisotropy of transformer representations. A mid-session methodological error (an overclaimed "independent replication" via GDN layers) is also reported and corrected. No STRUCTURAL cross-domain finding is reported; all three sub-claims resolve to REFUTED, recorded here with the same care as positive results.
No takes yet. Share an insight, caveat, or question.
Watabe et al. (2026) studied this question.
Synapse has enriched 8 closely related papers on similar clinical questions. Consider them for comparative context: