Methods

LAPO: Latent-Variable Advantage-Weighted Policy Optimization for Offline Reinforcement Learning NeurIPS 2022 Large Batch Experience Replay ICML 2022 Large-Scale Retrieval for Reinforcement Learning NeurIPS 2022 Latent Plans for Task-Agnostic Offline Reinforcement Learning CoRL 2022 LDSA: Learning Dynamic Subtask Assignment in Cooperative Multi-Agent Reinforcement Learning NeurIPS 2022 Learn Continuously, Act Discretely: Hybrid Action-Space Reinforcement Learning For Optimal Execution IJCAI 2022 Learn Goal-Conditioned Policy with Intrinsic Motivation for Deep Reinforcement Learning AAAI 2022 Learning Action Translator for Meta Reinforcement Learning on Sparse-Reward Tasks AAAI 2022 Learning Active Camera for Multi-Object Navigation NeurIPS 2022 Learning Adversarial Markov Decision Processes with Delayed Feedback AAAI 2022 Learning as Conversation: Dialogue Systems Reinforced for Information Acquisition NAACL 2022 Learning a subspace of policies for online adaptation in Reinforcement Learning ICLR 2022 Learning Bellman Complete Representations for Offline Policy Evaluation ICML 2022 Learning by Competition of Self-Interested Reinforcement Learning Agents AAAI 2022 Learning Control Admissibility Models with Graph Neural Networks for Multi-Agent Navigation CoRL 2022 Learning Distributed and Fair Policies for Network Load Balancing as Markov Potential Game NeurIPS 2022 Learning Dynamics and Generalization in Deep Reinforcement Learning ICML 2022 Learning Efficient Online 3D Bin Packing on Packing Configuration Trees ICLR 2022 Learning from Bootstrapping and Stepwise Reinforcement Reward: A Semi-Supervised Framework for Text Style Transfer NAACL 2022 Learning from Demonstration: Provably Efficient Adversarial Policy Imitation with Linear Function Approximation ICML 2022 Learning General World Models in a Handful of Reward-Free Deployments NeurIPS 2022 Learning Goal-Conditioned Policies Offline with Self-Supervised Reward Shaping CoRL 2022 Learning Graphon Mean Field Games and Approximate Nash Equilibria ICLR 2022 Learning Infinite-horizon Average-reward Markov Decision Process with Constraints ICML 2022 Learning Infinite-Horizon Average-Reward Restless Multi-Action Bandits via Index Awareness NeurIPS 2022