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Same Loss, Same Noise, Opposite Schedules: Noise Structure and Optimizer Normalization Jointly Determine Whether Learning-Rate Cooldown Helps

arXiv cs.LG · 2026-07-15 Cached

This paper provably shows that whether learning-rate cooldown helps in WSD schedules depends on the structure of gradient noise and whether the optimizer normalizes its update, explaining why cooldown can be ineffective for SGD but necessary for normalized methods.

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#cooldown

Cooldown Support for Ruby Bundler

Hacker News Top · 2026-06-03 Cached

Bundler 4.0.13 introduces a cooldown feature that blocks resolution to gems published less than N days ago, mitigating supply-chain attacks. It is opt-in and configurable per source, setting, or command-line flag.

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