Reinforcement Learning

Learning Stochastic Shortest Path with Linear Function Approximation ICML 2022 Learning to Attack Federated Learning: A Model-based Reinforcement Learning Attack Framework NeurIPS 2022 Learning to Branch with Tree MDPs NeurIPS 2022 Learning to Constrain Policy Optimization with Virtual Trust Region NeurIPS 2022 Learning to Reach, Swim, Walk and Fly in One Trial: Data-Driven Control with Scarce Data and Side Information L4DC 2022 Learning to Search in Local Branching AAAI 2022 Learning to Selectively Learn for Weakly Supervised Paraphrase Generation with Model-based Reinforcement Learning NAACL 2022 Learning Two-Player Markov Games: Neural Function Approximation and Correlated Equilibrium NeurIPS 2022 Learn to Match with No Regret: Reinforcement Learning in Markov Matching Markets NeurIPS 2022 Leveraging Approximate Symbolic Models for Reinforcement Learning via Skill Diversity ICML 2022 Leveraging Factored Action Spaces for Efficient Offline Reinforcement Learning in Healthcare NeurIPS 2022 Locality Matters: A Scalable Value Decomposition Approach for Cooperative Multi-Agent Reinforcement Learning AAAI 2022 Making Linear MDPs Practical via Contrastive Representation Learning ICML 2022 Marginalized Operators for Off-policy Reinforcement Learning AISTATS 2022 MASER: Multi-Agent Reinforcement Learning with Subgoals Generated from Experience Replay Buffer ICML 2022 Masked Autoencoding for Scalable and Generalizable Decision Making NeurIPS 2022 Massive-scale Decoding for Text Generation using Lattices NAACL 2022 Maximum Entropy RL (Provably) Solves Some Robust RL Problems ICLR 2022 MDPGT: Momentum-Based Decentralized Policy Gradient Tracking AAAI 2022 MemSum: Extractive Summarization of Long Documents Using Multi-Step Episodic Markov Decision Processes ACL 2022 Meta-Learning Hypothesis Spaces for Sequential Decision-making ICML 2022 Minimax Regret for Cascading Bandits NeurIPS 2022 Mirror Learning: A Unifying Framework of Policy Optimisation ICML 2022 Model-based RL with Optimistic Posterior Sampling: Structural Conditions and Sample Complexity NeurIPS 2022 Modeling Human Exploration Through Resource-Rational Reinforcement Learning NeurIPS 2022