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Reinforcement Learning

2932 directly classified papers

Papers per year

Papers

On the Convergence of SARSA with Linear Function Approximation ICML 2023
Optimal Horizon-Free Reward-Free Exploration for Linear Mixture MDPs ICML 2023
Local Optimization Achieves Global Optimality in Multi-Agent Reinforcement Learning ICML 2023
Semi-Supervised Offline Reinforcement Learning with Action-Free Trajectories ICML 2023
Horizon-Free and Variance-Dependent Reinforcement Learning for Latent Markov Decision Processes ICML 2023
Principled Reinforcement Learning with Human Feedback from Pairwise or K-wise Comparisons ICML 2023
ALL-E: Aesthetics-guided Low-light Image Enhancement IJCAI 2023
Tuning Computer Vision Models With Task Rewards ICML 2023
Optimistic Whittle Index Policy: Online Learning for Restless Bandits AAAI 2023
Competition, Alignment, and Equilibria in Digital Marketplaces AAAI 2023
Safe Interval Path Planning with Kinodynamic Constraints AAAI 2023
HuCurl: Human-induced Curriculum Discovery ACL 2023
Learning Optimal Policy for Simultaneous Machine Translation via Binary Search ACL 2023
Learning to Simulate Natural Language Feedback for Interactive Semantic Parsing ACL 2023
Learning New Skills after Deployment: Improving open-domain internet-driven dialogue with human feedback ACL 2023
Less Likely Brainstorming: Using Language Models to Generate Alternative Hypotheses ACL 2023
Discovering Language Model Behaviors with Model-Written Evaluations ACL 2023
OPT-R: Exploring the Role of Explanations in Finetuning and Prompting for Reasoning Skills of Large Language Models ACL 2023
Query Rewriting in Retrieval-Augmented Large Language Models EMNLP 2023
Doolittle: Benchmarks and Corpora for Academic Writing Formalization EMNLP 2023
Uniformly Conservative Exploration in Reinforcement Learning AISTATS 2023
Reinforcement Learning with Stepwise Fairness Constraints AISTATS 2023
Oracle-free Reinforcement Learning in Mean-Field Games along a Single Sample Path AISTATS 2023
On The Convergence Of Policy Iteration-Based Reinforcement Learning With Monte Carlo Policy Evaluation AISTATS 2023
Theory of Mind for Multi-Agent Collaboration via Large Language Models EMNLP 2023