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Attention as In-Context Empirical Bayes: A Two-Stage View via Particle Dynamics
Attention-only transformers under token corruption implement two-stage in-context empirical Bayes via depth-refined particle dynamics and skip-connection queries, enabling depth-dependent denoising without explicit noise schedules and posterior-mean convergence to Bayes-optimal predictors.
Atlanta Poster Session 5, Fri, Dec 11, 10:00 AM–1:00 PM, Hall C1 · Published 2026
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