Deep RL

Polynomial Time Reinforcement Learning in Factored State MDPs with Linear Value Functions AISTATS 2022 PoseTriplet: Co-Evolving 3D Human Pose Estimation, Imitation, and Hallucination Under Self-Supervision CVPR 2022 Pre-Trained Image Encoder for Generalizable Visual Reinforcement Learning NeurIPS 2022 Programmatic Reinforcement Learning without Oracles ICLR 2022 Prompting Decision Transformer for Few-Shot Policy Generalization ICML 2022 Provable Benefit of Multitask Representation Learning in Reinforcement Learning NeurIPS 2022 Provable Reinforcement Learning with a Short-Term Memory ICML 2022 Provably Efficient Model-Free Constrained RL with Linear Function Approximation NeurIPS 2022 Provably Feedback-Efficient Reinforcement Learning via Active Reward Learning NeurIPS 2022 Q-Ball: Modeling Basketball Games Using Deep Reinforcement Learning AAAI 2022 Q-Learning Scheduler for Multi Task Learning Through the use of Histogram of Task Uncertainty ACL 2022 QuaDUE-CCM: Interpretable Distributional Reinforcement Learning using Uncertain Contraction Metrics for Precise Quadrotor Trajectory Tracking CoRL 2022 QUARK: Controllable Text Generation with Reinforced Unlearning NeurIPS 2022 Query and Attention Augmentation for Knowledge-Based Explainable Reasoning CVPR 2022 RAMBO-RL: Robust Adversarial Model-Based Offline Reinforcement Learning NeurIPS 2022 Rapid Locomotion via Reinforcement Learning RSS 2022 Reachability Constrained Reinforcement Learning ICML 2022 Redeeming intrinsic rewards via constrained optimization NeurIPS 2022 Red Teaming Language Models with Language Models EMNLP 2022 Reducing Variance in Temporal-Difference Value Estimation via Ensemble of Deep Networks ICML 2022 Regret Bounds for Stochastic Shortest Path Problems with Linear Function Approximation ICML 2022 Regularization Guarantees Generalization in Bayesian Reinforcement Learning through Algorithmic Stability AAAI 2022 Reincarnating Reinforcement Learning: Reusing Prior Computation to Accelerate Progress NeurIPS 2022 Reinforced Structured State-Evolution for Vision-Language Navigation CVPR 2022 Reinforcement Learning for Datacenter Congestion Control AAAI 2022