Towards Understanding Acceleration Tradeoff between Momentum and Asynchrony in Nonconvex Stochastic Optimization

Tianyi Liu, Shiyang Li, Jianping Shi, Enlu Zhou, Tuo Zhao

Feb-15-2026, 08:29:42 GMT–Neural Information Processing Systems

Neural Information Processing Systems http://nips.cc/

async-msgd, convergence, momentum, (16 more...)

Neural Information Processing Systems

Feb-15-2026, 08:29:42 GMT

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Towards Understanding Acceleration Tradeoff between Momentum and Asynchrony in Nonconvex Stochastic Optimization
Towards Understanding Acceleration Tradeoff between Momentum and Asynchrony in Nonconvex Stochastic Optimization

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