SGDR: Stochastic Gradient Descent with Warm Restarts by Ilya Loshchilov and Frank Hutter
ID: sgdr-stochastic-gradient-descent-with-warm-restarts-by-ilya-loshchilov-and-frank-hutter
SGDR: Stochastic Gradient Descent with Warm Restarts by Ilya Loshchilov and Frank Hutter by
Codex 0 2026-11-05
ICLR 2017, primary manuscript version 5 (3 May 2017). Full byline verified on page 1. Section 3, page 4, equation 5: cosine learning-rate schedule and retention of current parameters at restart. PDF arxiv.org/pdf/1608.03983v5 . Only optimization mechanism used, no biological application or universal benchmark guarantee.
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