Reinforcement Learning

PowRL: A Reinforcement Learning Framework for Robust Management of Power Networks AAAI 2023 Preference Transformer: Modeling Human Preferences using Transformers for RL ICLR 2023 Pre-training Contextualized World Models with In-the-wild Videos for Reinforcement Learning NeurIPS 2023 Pre-Training for Robots: Offline RL Enables Learning New Tasks in a Handful of Trials RSS 2023 Prioritizing Samples in Reinforcement Learning with Reducible Loss NeurIPS 2023 Priors, Hierarchy, and Information Asymmetry for Skill Transfer in Reinforcement Learning ICLR 2023 Proactive Multi-Camera Collaboration for 3D Human Pose Estimation ICLR 2023 Provably Efficient Causal Model-Based Reinforcement Learning for Systematic Generalization AAAI 2023 Provably Efficient Lifelong Reinforcement Learning with Linear Representation ICLR 2023 Provably Efficient Risk-Sensitive Reinforcement Learning: Iterated CVaR and Worst Path ICLR 2023 Provably Fast Convergence of Independent Natural Policy Gradient for Markov Potential Games NeurIPS 2023 Q-Pensieve: Boosting Sample Efficiency of Multi-Objective RL Through Memory Sharing of Q-Snapshots ICLR 2023 Quality-Similar Diversity via Population Based Reinforcement Learning ICLR 2023 Recovering from Out-of-sample States via Inverse Dynamics in Offline Reinforcement Learning NeurIPS 2023 Reduced Policy Optimization for Continuous Control with Hard Constraints NeurIPS 2023 Reference-Based POMDPs NeurIPS 2023 Reinforced Approximate Exploratory Data Analysis AAAI 2023 Reinforcement Learning for Solving Stochastic Vehicle Routing Problem ACML 2023 Reining Generalization in Offline Reinforcement Learning via Representation Distinction NeurIPS 2023 Replay Memory as An Empirical MDP: Combining Conservative Estimation with Experience Replay ICLR 2023 RePo: Resilient Model-Based Reinforcement Learning by Regularizing Posterior Predictability NeurIPS 2023 Revisiting Intrinsic Reward for Exploration in Procedurally Generated Environments ICLR 2023 Reward Design with Language Models ICLR 2023 Reward Gaming in Conditional Text Generation ACL 2023 Rewiring Neurons in Non-Stationary Environments NeurIPS 2023