"value-based methods" Papers

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Q-SFT: Q-Learning for Language Models via Supervised Fine-Tuning

Joey Hong, Anca Dragan, Sergey Levine

ICLR 2025arXiv:2411.05193
8
citations

Value-Guided Decision Transformer: A Unified Reinforcement Learning Framework for Online and Offline Settings

Hongling Zheng, Li Shen, Yong Luo et al.

NEURIPS 2025

Augmenting Decision with Hypothesis in Reinforcement Learning

Nguyen Minh Quang, Hady Lauw

ICML 2024

In value-based deep reinforcement learning, a pruned network is a good network

Johan Obando Ceron, Aaron Courville, Pablo Samuel Castro

ICML 2024arXiv:2402.12479
33
citations

Near-Optimal Regret in Linear MDPs with Aggregate Bandit Feedback

Asaf Cassel, Haipeng Luo, Aviv Rosenberg et al.

ICML 2024arXiv:2405.07637
5
citations