Reinforcement Learning

Reparameterized Policy Learning for Multimodal Trajectory Optimization ICML 2023 Replicable Reinforcement Learning NeurIPS 2023 Representation-Driven Reinforcement Learning ICML 2023 Representation Learning with Multi-Step Inverse Kinematics: An Efficient and Optimal Approach to Rich-Observation RL ICML 2023 ResAct: Reinforcing Long-term Engagement in Sequential Recommendation with Residual Actor ICLR 2023 Retrosynthetic Planning with Dual Value Networks ICML 2023 Reward Finetuning for Faster and More Accurate Unsupervised Object Discovery NeurIPS 2023 Reward-Mixing MDPs with Few Latent Contexts are Learnable ICML 2023 Reward Poisoning Attacks on Offline Multi-Agent Reinforcement Learning AAAI 2023 Risk-aware linear bandits with convex loss AISTATS 2023 Risk-Aware Reinforcement Learning with Coherent Risk Measures and Non-linear Function Approximation ICLR 2023 RiskQ: Risk-sensitive Multi-Agent Reinforcement Learning Value Factorization NeurIPS 2023 Robust Average-Reward Markov Decision Processes AAAI 2023 Safe Exploration in Reinforcement Learning: A Generalized Formulation and Algorithms NeurIPS 2023 Safe Interval Path Planning with Kinodynamic Constraints AAAI 2023 Safe Offline Reinforcement Learning with Real-Time Budget Constraints ICML 2023 Sample Complexity of Kernel-Based Q-Learning AISTATS 2023 Scalable Real-Time Recurrent Learning Using Columnar-Constructive Networks JMLR 2023 Scaling Laws for Reward Model Overoptimization ICML 2023 Scaling Marginalized Importance Sampling to High-Dimensional State-Spaces via State Abstraction AAAI 2023 Selector-Enhancer: Learning Dynamic Selection of Local and Non-local Attention Operation for Speech Enhancement AAAI 2023 Self-Supervised Behavior Cloned Transformers are Path Crawlers for Text Games EMNLP 2023 SeMAIL: Eliminating Distractors in Visual Imitation via Separated Models ICML 2023 Semiparametrically Efficient Off-Policy Evaluation in Linear Markov Decision Processes ICML 2023 Semi-Supervised Offline Reinforcement Learning with Action-Free Trajectories ICML 2023