Deep RL

Outcome-directed Reinforcement Learning by Uncertainty \& Temporal Distance-Aware Curriculum Goal Generation ICLR 2023 PAL to Lend a Helping Hand: Towards Building an Emotion Adaptive Polite and Empathetic Counseling Conversational Agent ACL 2023 Parallel Q-Learning: Scaling Off-policy Reinforcement Learning under Massively Parallel Simulation ICML 2023 Parameterizing Non-Parametric Meta-Reinforcement Learning Tasks via Subtask Decomposition NeurIPS 2023 Path Spuriousness-aware Reinforcement Learning for Multi-Hop Knowledge Graph Reasoning EACL 2023 PD-MORL: Preference-Driven Multi-Objective Reinforcement Learning Algorithm ICLR 2023 Physically Plausible Animation of Human Upper Body From a Single Image WACV 2023 PiCor: Multi-Task Deep Reinforcement Learning with Policy Correction AAAI 2023 PID-Inspired Inductive Biases for Deep Reinforcement Learning in Partially Observable Control Tasks NeurIPS 2023 Pink Noise Is All You Need: Colored Noise Exploration in Deep Reinforcement Learning ICLR 2023 PIRLNav: Pretraining With Imitation and RL Finetuning for ObjectNav CVPR 2023 Pitfall of Optimism: Distributional Reinforcement Learning by Randomizing Risk Criterion NeurIPS 2023 Planning and Learning with Adaptive Lookahead AAAI 2023 Planning Multiple Epidemic Interventions with Reinforcement Learning IJCAI 2023 Pointerformer: Deep Reinforced Multi-Pointer Transformer for the Traveling Salesman Problem AAAI 2023 Policy-Based Self-Competition for Planning Problems ICLR 2023 Policy Contrastive Imitation Learning ICML 2023 Policy Gradient for Rectangular Robust Markov Decision Processes NeurIPS 2023 Policy-Independent Behavioral Metric-Based Representation for Deep Reinforcement Learning AAAI 2023 Policy Optimization in a Noisy Neighborhood: On Return Landscapes in Continuous Control NeurIPS 2023 POPGym: Benchmarking Partially Observable Reinforcement Learning ICLR 2023 Posterior Coreset Construction with Kernelized Stein Discrepancy for Model-Based Reinforcement Learning AAAI 2023 Posterior sampling-based online learning for the stochastic shortest path model UAI 2023 Posterior Sampling for Deep Reinforcement Learning ICML 2023 Posterior Sampling with Delayed Feedback for Reinforcement Learning with Linear Function Approximation NeurIPS 2023