"convergence guarantee" Papers

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Constrained Optimization From a Control Perspective via Feedback Linearization

Runyu Zhang, Arvind Raghunathan, Jeff Shamma et al.

NEURIPS 2025arXiv:2503.12665
5
citations

Probabilistic Constrained Reinforcement Learning with Formal Interpretability

YANRAN WANG, QIUCHEN QIAN, David Boyle

ICML 2024arXiv:2307.07084
5
citations

QLABGrad: A Hyperparameter-Free and Convergence-Guaranteed Scheme for Deep Learning

Fang-Xiang Wu, Minghan Fu

AAAI 2024paperarXiv:2302.00252
12
citations

Refined Coreset Selection: Towards Minimal Coreset Size under Model Performance Constraints

Xiaobo Xia, Jiale Liu, Shaokun Zhang et al.

ICML 2024spotlightarXiv:2311.08675
15
citations

Sampling is as easy as keeping the consistency: convergence guarantee for Consistency Models

Junlong Lyu, Zhitang Chen, Shoubo Feng

ICML 2024

Understanding Server-Assisted Federated Learning in the Presence of Incomplete Client Participation

Haibo Yang, Peiwen Qiu, Prashant Khanduri et al.

ICML 2024arXiv:2405.02745
8
citations