Deep RL

Model-free Posterior Sampling via Learning Rate Randomization NeurIPS 2023 Model-Free Robust Average-Reward Reinforcement Learning ICML 2023 Modeling Adversarial Attack on Pre-trained Language Models as Sequential Decision Making ACL 2023 MoDem: Accelerating Visual Model-Based Reinforcement Learning with Demonstrations ICLR 2023 Molformer: Motif-Based Transformer on 3D Heterogeneous Molecular Graphs AAAI 2023 MRRL: Modifying the Reference via Reinforcement Learning for Non-Autoregressive Joint Multiple Intent Detection and Slot Filling EMNLP 2023 Multi-Agent Reinforcement Learning with Reward Delays L4DC 2023 Multi-Environment Pretraining Enables Transfer to Action Limited Datasets ICML 2023 Multi-Horizon Learning in Procedurally-Generated Environments for Off-Policy Reinforcement Learning (Student Abstract) AAAI 2023 Multi-objective Adaptive Dynamics Attention Model to Solve Multi-objective Vehicle Routing Problem ACML 2023 Multi-Objective Reinforcement Learning: Convexity, Stationarity and Pareto Optimality ICLR 2023 Multi-Step Generalized Policy Improvement by Leveraging Approximate Models NeurIPS 2023 Natural Actor-Critic for Robust Reinforcement Learning with Function Approximation NeurIPS 2023 Nearly Minimax Optimal Reinforcement Learning for Linear Markov Decision Processes ICML 2023 Near-Minimax-Optimal Risk-Sensitive Reinforcement Learning with CVaR ICML 2023 Near-optimal Conservative Exploration in Reinforcement Learning under Episode-wise Constraints ICML 2023 Near-Optimal Differentially Private Reinforcement Learning AISTATS 2023 NetHack is Hard to Hack NeurIPS 2023 Neural Collage Transfer: Artistic Reconstruction via Material Manipulation ICCV 2023 Neural Episodic Control with State Abstraction ICLR 2023 Neural Q-learning for solving PDEs JMLR 2023 Neural Simulated Annealing AISTATS 2023 Non-stationary Reinforcement Learning under General Function Approximation ICML 2023 Non-stationary Risk-Sensitive Reinforcement Learning: Near-Optimal Dynamic Regret, Adaptive Detection, and Separation Design AAAI 2023 ODE-based Recurrent Model-free Reinforcement Learning for POMDPs NeurIPS 2023