Methods

Revisiting Weighted Strategy for Non-stationary Parametric Bandits AISTATS 2023 Revocable Deep Reinforcement Learning with Affinity Regularization for Outlier-Robust Graph Matching ICLR 2023 Reward-agnostic Fine-tuning: Provable Statistical Benefits of Hybrid Reinforcement Learning NeurIPS 2023 Reward-Biased Maximum Likelihood Estimation for Neural Contextual Bandits: A Distributional Learning Perspective AAAI 2023 Reward Design with Language Models ICLR 2023 Rewarded soups: towards Pareto-optimal alignment by interpolating weights fine-tuned on diverse rewards NeurIPS 2023 Reward Gaming in Conditional Text Generation ACL 2023 Reward-machine-guided, self-paced reinforcement learning UAI 2023 Reward-Mixing MDPs with Few Latent Contexts are Learnable ICML 2023 Reward Poisoning Attacks on Offline Multi-Agent Reinforcement Learning AAAI 2023 Reward Scale Robustness for Proximal Policy Optimization via DreamerV3 Tricks NeurIPS 2023 Risk-aware curriculum generation for heavy-tailed task distributions UAI 2023 RiskQ: Risk-sensitive Multi-Agent Reinforcement Learning Value Factorization NeurIPS 2023 RL-based Stateful Neural Adaptive Sampling and Denoising for Real-Time Path Tracing NeurIPS 2023 RLogist: Fast Observation Strategy on Whole-Slide Images with Deep Reinforcement Learning AAAI 2023 RL-ViGen: A Reinforcement Learning Benchmark for Visual Generalization NeurIPS 2023 RoboPianist: Dexterous Piano Playing with Deep Reinforcement Learning CoRL 2023 Robotic Skill Acquisition via Instruction Augmentation with Vision-Language Models RSS 2023 Robot Parkour Learning CoRL 2023 Robust and Versatile Bipedal Jumping Control through Reinforcement Learning RSS 2023 Robust Average-Reward Markov Decision Processes AAAI 2023 Robust Multi-Agent Coordination via Evolutionary Generation of Auxiliary Adversarial Attackers AAAI 2023 Robust Multi-Agent Reinforcement Learning via Adversarial Regularization: Theoretical Foundation and Stable Algorithms NeurIPS 2023 Robust Planning over Restless Groups: Engagement Interventions for a Large-Scale Maternal Telehealth Program AAAI 2023 Robust Reinforcement Learning in Continuous Control Tasks with Uncertainty Set Regularization CoRL 2023