Reinforcement Learning

Stabilizing Q-learning with Linear Architectures for Provable Efficient Learning ICML 2022 Stackelberg Actor-Critic: Game-Theoretic Reinforcement Learning Algorithms AAAI 2022 Stage Conscious Attention Network (SCAN): A Demonstration-Conditioned Policy for Few-Shot Imitation AAAI 2022 State Deviation Correction for Offline Reinforcement Learning AAAI 2022 Stateful Offline Contextual Policy Evaluation and Learning AISTATS 2022 Stochastic Planner-Actor-Critic for Unsupervised Deformable Image Registration AAAI 2022 Stochastic Zeroth-Order Optimization under Nonstationarity and Nonconvexity JMLR 2022 Structure Learning-Based Task Decomposition for Reinforcement Learning in Non-stationary Environments AAAI 2022 Supervised Off-Policy Ranking ICML 2022 Supported Policy Optimization for Offline Reinforcement Learning NeurIPS 2022 SURF: Semantic-level Unsupervised Reward Function for Machine Translation NAACL 2022 SURF: Semi-supervised Reward Learning with Data Augmentation for Feedback-efficient Preference-based Reinforcement Learning ICLR 2022 Surprise Minimizing Multi-Agent Learning with Energy-based Models NeurIPS 2022 Sustainable Online Reinforcement Learning for Auto-bidding NeurIPS 2022 SymForce: Symbolic Computation and Code Generation for Robotics RSS 2022 Symmetric Machine Theory of Mind ICML 2022 Symmetry-Aware Neural Architecture for Embodied Visual Exploration CVPR 2022 Sym-NCO: Leveraging Symmetricity for Neural Combinatorial Optimization NeurIPS 2022 Synthesis from Satisficing and Temporal Goals AAAI 2022 System-Agnostic Meta-Learning for MDP-based Dynamic Scheduling via Descriptive Policy AISTATS 2022 Table2Graph: Transforming Tabular Data to Unified Weighted Graph IJCAI 2022 Target Languages (vs. Inductive Biases) for Learning to Act and Plan AAAI 2022 TarGF: Learning Target Gradient Field to Rearrange Objects without Explicit Goal Specification NeurIPS 2022 TaSIL: Taylor Series Imitation Learning NeurIPS 2022 Teacher Forcing Recovers Reward Functions for Text Generation NeurIPS 2022