"variance reduction techniques" Papers

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Gap-Dependent Bounds for Q-Learning using Reference-Advantage Decomposition

Zhong Zheng, Haochen Zhang, Lingzhou Xue

ICLR 2025arXiv:2410.07574
9
citations

Double Variance Reduction: A Smoothing Trick for Composite Optimization Problems without First-Order Gradient

Hao Di, Haishan Ye, Yueling Zhang et al.

ICML 2024spotlightarXiv:2405.17761
2
citations

ReMax: A Simple, Effective, and Efficient Reinforcement Learning Method for Aligning Large Language Models

Ziniu Li, Tian Xu, Yushun Zhang et al.

ICML 2024arXiv:2310.10505
147
citations

UNEX-RL: Reinforcing Long-Term Rewards in Multi-Stage Recommender Systems with UNidirectional EXecution

Gengrui Zhang, Xiaoshuang Chen, Yao WANG et al.

AAAI 2024paperarXiv:2401.06470
11
citations

Variance-reduced Zeroth-Order Methods for Fine-Tuning Language Models

Tanmay Gautam, Youngsuk Park, Hao Zhou et al.

ICML 2024arXiv:2404.08080
39
citations