Simulating the Economic Impact of Rationality through Reinforcement Learning and Agent-Based Modellingby Simone Brusatin, Tommaso…
Learning Optimal Deterministic Policies with Stochastic Policy Gradientsby Alessandro Montenegro, Marco Mussi, Alberto Maria Metelli,…
Instance-Conditioned Adaptation for Large-scale Generalization of Neural Combinatorial Optimizationby Changliang Zhou, Xi Lin, Zhenkun Wang,…
Zero-Sum Positional Differential Games as a Framework for Robust Reinforcement Learning: Deep Q-Learning Approachby Anton…
Robust Risk-Sensitive Reinforcement Learning with Conditional Value-at-Riskby Xinyi Ni, Lifeng LaiFirst submitted to arxiv on:…
Reinforcement Learning-Guided Semi-Supervised Learningby Marzi Heidari, Hanping Zhang, Yuhong GuoFirst submitted to arxiv on: 2…
Balance Reward and Safety Optimization for Safe Reinforcement Learning: A Perspective of Gradient Manipulationby Shangding…
Intelligent Switching for Reset-Free RLby Darshan Patil, Janarthanan Rajendran, Glen Berseth, Sarath ChandarFirst submitted to…
NeMo-Aligner: Scalable Toolkit for Efficient Model Alignmentby Gerald Shen, Zhilin Wang, Olivier Delalleau, Jiaqi Zeng,…
Plan-Seq-Learn: Language Model Guided RL for Solving Long Horizon Robotics Tasksby Murtaza Dalal, Tarun Chiruvolu,…