Deep RL

Sequential Voting With Relational Box Fields for Active Object Detection CVPR 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 Smoothing Advantage Learning AAAI 2022 Solving Complex Manipulation Tasks with Model-Assisted Model-Free Reinforcement Learning CoRL 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 Stochastic Planner-Actor-Critic for Unsupervised Deformable Image Registration AAAI 2022 Structure Learning-Based Task Decomposition for Reinforcement Learning in Non-stationary Environments AAAI 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 Sustainable Online Reinforcement Learning for Auto-bidding NeurIPS 2022 Symmetry-Aware Neural Architecture for Embodied Visual Exploration CVPR 2022 Sym-NCO: Leveraging Symmetricity for Neural Combinatorial Optimization NeurIPS 2022 Table2Graph: Transforming Tabular Data to Unified Weighted Graph IJCAI 2022 Target Languages (vs. Inductive Biases) for Learning to Act and Plan AAAI 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