New theory paper from Francis Bach's group analyzes WSD learning-rate schedules for least-squares problems

BachFrancis · x · 2026-10-21

Francis Bach shares the final paper from his postdoc, led by intern Noé at Inria: a theoretical analysis of WSD (Warmup-Stable-Decay) schedules for least-squares problems, deriving final SGD excess-risk bounds and comparing constant vs. linear schedules empirically over n=50 runs. Relevant to understanding why WSD works in LLM pretraining.

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