Deep RL

LeNSE: Learning To Navigate Subgraph Embeddings for Large-Scale Combinatorial Optimisation ICML 2022 Leveraging Approximate Symbolic Models for Reinforcement Learning via Skill Diversity ICML 2022 Leveraging Class Abstraction for Commonsense Reinforcement Learning via Residual Policy Gradient Methods IJCAI 2022 LIGS: Learnable Intrinsic-Reward Generation Selection for Multi-Agent Learning ICLR 2022 Look where you look! Saliency-guided Q-networks for generalization in visual Reinforcement Learning NeurIPS 2022 Low-Rank Modular Reinforcement Learning via Muscle Synergy NeurIPS 2022 Lyapunov Design for Robust and Efficient Robotic Reinforcement Learning CoRL 2022 Marginal MAP estimation for inverse RL under occlusion with observer noise UAI 2022 Mask-based Latent Reconstruction for Reinforcement Learning NeurIPS 2022 Masked Autoencoding for Scalable and Generalizable Decision Making NeurIPS 2022 Masked Language Models Know Which are Popular: A Simple Ranking Strategy for Commonsense Question Answering EMNLP 2022 MaskPlace: Fast Chip Placement via Reinforced Visual Representation Learning NeurIPS 2022 Mastering Visual Continuous Control: Improved Data-Augmented Reinforcement Learning ICLR 2022 Maximum-Likelihood Inverse Reinforcement Learning with Finite-Time Guarantees NeurIPS 2022 Max-Min Off-Policy Actor-Critic Method Focusing on Worst-Case Robustness to Model Misspecification NeurIPS 2022 MemSum: Extractive Summarization of Long Documents Using Multi-Step Episodic Markov Decision Processes ACL 2022 Meta Learning MDPs with linear transition models AISTATS 2022 Meta-Reinforcement Learning with Self-Modifying Networks NeurIPS 2022 Meta-Reward-Net: Implicitly Differentiable Reward Learning for Preference-based Reinforcement Learning NeurIPS 2022 Mingling Foresight with Imagination: Model-Based Cooperative Multi-Agent Reinforcement Learning NeurIPS 2022 Mirror Descent Policy Optimization ICLR 2022 MIRROR: Differentiable Deep Social Projection for Assistive Human-Robot Communication RSS 2022 Mirror Learning: A Unifying Framework of Policy Optimisation ICML 2022 MoCoDA: Model-based Counterfactual Data Augmentation NeurIPS 2022 Model-augmented Prioritized Experience Replay ICLR 2022