Methods

Sequence Model Imitation Learning with Unobserved Contexts NeurIPS 2022 Sequential Voting With Relational Box Fields for Active Object Detection CVPR 2022 SHAQ: Incorporating Shapley Value Theory into Multi-Agent Q-Learning NeurIPS 2022 Shield Decentralization for Safe Multi-Agent Reinforcement Learning NeurIPS 2022 Should I Run Offline Reinforcement Learning or Behavioral Cloning? ICLR 2022 Showing Your Offline Reinforcement Learning Work: Online Evaluation Budget Matters ICML 2022 Simple Agent, Complex Environment: Efficient Reinforcement Learning with Agent States JMLR 2022 SimSR: Simple Distance-Based State Representations for Deep Reinforcement Learning AAAI 2022 Sim-to-Real via Sim-to-Seg: End-to-end Off-road Autonomous Driving Without Real Data CoRL 2022 Sketching Without Worrying: Noise-Tolerant Sketch-Based Image Retrieval CVPR 2022 Skill-based Meta-Reinforcement Learning ICLR 2022 Skill-based Model-based Reinforcement Learning CoRL 2022 Skills Regularized Task Decomposition for Multi-task Offline Reinforcement Learning NeurIPS 2022 Smooth Fictitious Play in Stochastic Games with Perturbed Payoffs and Unknown Transitions NeurIPS 2022 Smoothing Advantage Learning AAAI 2022 Socially-Attentive Policy Optimization in Multi-Agent Self-Driving System CoRL 2022 Society of Agents: Regret Bounds of Concurrent Thompson Sampling NeurIPS 2022 Solving Complex Manipulation Tasks with Model-Assisted Model-Free Reinforcement Learning CoRL 2022 Sound Adversarial Audio-Visual Navigation ICLR 2022 SPD: Synergy Pattern Diversifying Oriented Unsupervised Multi-agent Reinforcement Learning NeurIPS 2022 Spectrum Random Masking for Generalization in Image-based Reinforcement Learning NeurIPS 2022 Stabilizing Off-Policy Deep Reinforcement Learning from Pixels ICML 2022 Stabilizing Q-learning with Linear Architectures for Provable Efficient Learning ICML 2022 Stackelberg Actor-Critic: Game-Theoretic Reinforcement Learning Algorithms AAAI 2022 State Deviation Correction for Offline Reinforcement Learning AAAI 2022