ICLR "convergence analysis" Papers

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Convergence of Score-Based Discrete Diffusion Models: A Discrete-Time Analysis

Zikun Zhang, Zixiang Chen, Quanquan Gu

ICLR 2025posterarXiv:2410.02321
13
citations

Decentralized Sporadic Federated Learning: A Unified Algorithmic Framework with Convergence Guarantees

Shahryar Zehtabi, Dong-Jun Han, Rohit Parasnis et al.

ICLR 2025posterarXiv:2402.03448
4
citations

Flow matching achieves almost minimax optimal convergence

Kenji Fukumizu, Taiji Suzuki, Noboru Isobe et al.

ICLR 2025posterarXiv:2405.20879
12
citations

Local Steps Speed Up Local GD for Heterogeneous Distributed Logistic Regression

Michael Crawshaw, Blake Woodworth, Mingrui Liu

ICLR 2025posterarXiv:2501.13790
1
citations

Nonconvex Stochastic Optimization under Heavy-Tailed Noises: Optimal Convergence without Gradient Clipping

Zijian Liu, Zhengyuan Zhou

ICLR 2025posterarXiv:2412.19529
23
citations