Reinforcement Learning

Adaptive Zone-Aware Hierarchical Planner for Vision-Language Navigation CVPR 2023 Adversarial Learning of Distributional Reinforcement Learning ICML 2023 A Finite Sample Complexity Bound for Distributionally Robust Q-learning AISTATS 2023 Aligning Language Models with Preferences through f-divergence Minimization ICML 2023 ALL-E: Aesthetics-guided Low-light Image Enhancement IJCAI 2023 An Adaptive Entropy-Regularization Framework for Multi-Agent Reinforcement Learning ICML 2023 A Near-Optimal Algorithm for Safe Reinforcement Learning Under Instantaneous Hard Constraints ICML 2023 An Instrumental Variable Approach to Confounded Off-Policy Evaluation ICML 2023 An Investigation into Pre-Training Object-Centric Representations for Reinforcement Learning ICML 2023 A Novel Framework for Policy Mirror Descent with General Parameterization and Linear Convergence NeurIPS 2023 A Reduction-based Framework for Sequential Decision Making with Delayed Feedback NeurIPS 2023 A State Representation for Diminishing Rewards NeurIPS 2023 A Study of Global and Episodic Bonuses for Exploration in Contextual MDPs ICML 2023 Augmented Proximal Policy Optimization for Safe Reinforcement Learning AAAI 2023 A Unified Analysis of Nonstochastic Delayed Feedback for Combinatorial Semi-Bandits, Linear Bandits, and MDPs COLT 2023 Automatic Prompt Augmentation and Selection with Chain-of-Thought from Labeled Data EMNLP 2023 Automatic Unit Test Data Generation and Actor-Critic Reinforcement Learning for Code Synthesis EMNLP 2023 A Zero-Shot Language Agent for Computer Control with Structured Reflection EMNLP 2023 BEDD: The MineRL BASALT Evaluation and Demonstrations Dataset for Training and Benchmarking Agents that Solve Fuzzy Tasks NeurIPS 2023 Bellman Meets Hawkes: Model-Based Reinforcement Learning via Temporal Point Processes AAAI 2023 Be Selfish, But Wisely: Investigating the Impact of Agent Personality in Mixed-Motive Human-Agent Interactions EMNLP 2023 Beyond Black-Box Advice: Learning-Augmented Algorithms for MDPs with Q-Value Predictions NeurIPS 2023 Beyond Reward: Offline Preference-guided Policy Optimization ICML 2023 Bigger, Better, Faster: Human-level Atari with human-level efficiency ICML 2023 Bilinear Exponential Family of MDPs: Frequentist Regret Bound with Tractable Exploration & Planning AAAI 2023