Meta-Reinforcement Learning with Universal Policy Adaptation: Provable Near-Optimality under All-task Optimum Comparatorby Siyuan Xu, Minghui…
SimBa: Simplicity Bias for Scaling Up Parameters in Deep Reinforcement Learningby Hojoon Lee, Dongyoon Hwang,…
ContextWIN: Whittle Index Based Mixture-of-Experts Neural Model For Restless Bandits Via Deep RLby Zhanqiu Guo,…
ActSafe: Active Exploration with Safety Constraints for Reinforcement Learningby Yarden As, Bhavya Sukhija, Lenart Treven,…
HG2P: Hippocampus-inspired High-reward Graph and Model-Free Q-Gradient Penalty for Path Planning and Motion Controlby Haoran…
TOP-ERL: Transformer-based Off-Policy Episodic Reinforcement Learningby Ge Li, Dong Tian, Hongyi Zhou, Xinkai Jiang, Rudolf…
Decision-Point Guided Safe Policy Improvementby Abhishek Sharma, Leo Benac, Sonali Parbhoo, Finale Doshi-VelezFirst submitted to…
Learning Algorithms Made Simpleby Noorbakhsh Amiri Golilarz, Elias Hossain, Abdoljalil Addeh, Keyan Alexander RahimiFirst submitted…
Enhancing Multi-Step Reasoning Abilities of Language Models through Direct Q-Function Optimizationby Kaixuan Ji, Guanlin Liu,…
Overcoming Slow Decision Frequencies in Continuous Control: Model-Based Sequence Reinforcement Learning for Model-Free Controlby Devdhar…