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Neil Walton

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2

Publication activitypapers/week, last 8 weeks

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Scalable Oversight & Alignment Theory (1)Training Efficiency & Optimization (1)

Papers (1)

Oct 13, 2026

Affiliation:6d ago

A Rate Transfer Method: Convergence Rates in Stochastic Gradient Descent via Stochastic Calculus

SDE Lyapunov estimates now directly translate to finite-time SGD convergence, simplifying analysis for novel optimizers.

Scalable Oversight & Alignment Theory Training Efficiency & Optimization