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

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

May-26-2025, 11:12:00 GMT–Neural Information Processing Systems

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

artificial intelligence, async-msgd, machine learning, (19 more...)

Neural Information Processing Systems

May-26-2025, 11:12:00 GMT

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Country:
- North America
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  - United States (0.14)

Genre:
- Research Report > New Finding (0.68)

Technology:
- Information Technology > Artificial Intelligence > Machine Learning
  - Neural Networks > Deep Learning (0.88)
  - Statistical Learning > Gradient Descent (0.55)

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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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