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2025 ICML ICML 2025

Distributed Retraction-Free and Communication-Efficient Optimization on the Stiefel Manifold

Abstract

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🌉 Interdisciplinary Bridge - Artificial Intelligence and Mathematics & Optimization

Authors

Yilong Song, Peijin Li, Bin Gao, Kun Yuan

Topics

Machine Learning > Optimization & Theory > Optimization Mathematics & Optimization > Mathematics > Geometry Mathematics & Optimization > Optimization > Continuous Optimization

Keywords

distributed stochastic optimization communication efficient error feedback stiefel manifold linear speedup convergence rate retraction-free
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