Methods

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 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 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 Temporal abstractions-augmented temporally contrastive learning: An alternative to the Laplacian in RL UAI 2022 Temporal Complementarity-Guided Reinforcement Learning for Image-to-Video Person Re-Identification CVPR 2022 Temporal Difference Learning for Model Predictive Control ICML 2022 Text-Based Interactive Recommendation via Offline Reinforcement Learning AAAI 2022 The Curse of Passive Data Collection in Batch Reinforcement Learning AISTATS 2022 The Geometry of Robust Value Functions ICML 2022