State Regularized Policy Optimization on Data with Dynamics Shift Jun 6, 2023 Offline RL Reinforcement Learning (RL)
— Unverified Survival Instinct in Offline Reinforcement Learning Jun 5, 2023 Offline RL reinforcement-learning
— Unverified Risk-Aware Reward Shaping of Reinforcement Learning Agents for Autonomous Driving Jun 5, 2023 Autonomous Driving Motion Planning
Code Code Available A General Perspective on Objectives of Reinforcement Learning Jun 5, 2023 reinforcement-learning Reinforcement Learning
— Unverified A Novel Multi-Agent Deep RL Approach for Traffic Signal Control Jun 5, 2023 Deep Reinforcement Learning reinforcement-learning
— Unverified Action-Evolution Petri Nets: a Framework for Modeling and Solving Dynamic Task Assignment Problems Jun 5, 2023 Reinforcement Learning (RL)
— Unverified Seizing Serendipity: Exploiting the Value of Past Success in Off-Policy Actor-Critic Jun 5, 2023 continuous-control Continuous Control
Code Code Available For SALE: State-Action Representation Learning for Deep Reinforcement Learning Jun 4, 2023 continuous-control Continuous Control
Code Code Available Cycle Consistency Driven Object Discovery Jun 3, 2023 Object Object Discovery
— Unverified Learning to Stabilize Online Reinforcement Learning in Unbounded State Spaces Jun 2, 2023 Attribute reinforcement-learning
Code Code Available Improving the generalizability and robustness of large-scale traffic signal control Jun 2, 2023 Deep Reinforcement Learning Distributional Reinforcement Learning
— Unverified Reinforcement Learning with General Utilities: Simpler Variance Reduction and Large State-Action Space Jun 2, 2023 Reinforcement Learning (RL)
— Unverified A Modular Test Bed for Reinforcement Learning Incorporation into Industrial Applications Jun 2, 2023 reinforcement-learning Reinforcement Learning
— Unverified Hyperparameters in Reinforcement Learning and How To Tune Them Jun 2, 2023 AutoML Deep Reinforcement Learning
— Unverified Interpretable and Explainable Logical Policies via Neurally Guided Symbolic Abstraction Jun 2, 2023 Reinforcement Learning (RL)
— Unverified Efficient Reinforcement Learning with Impaired Observability: Learning to Act with Delayed and Missing State Observations Jun 2, 2023 Reinforcement Learning (RL)
— Unverified Deep Q-Learning versus Proximal Policy Optimization: Performance Comparison in a Material Sorting Task Jun 2, 2023 Deep Reinforcement Learning Q-Learning
— Unverified An Architecture for Deploying Reinforcement Learning in Industrial Environments Jun 2, 2023 reinforcement-learning Reinforcement Learning
— Unverified Thought Cloning: Learning to Think while Acting by Imitating Human Thinking Jun 1, 2023 Imitation Learning Reinforcement Learning (RL)
Code Code Available Heterogeneous Knowledge for Augmented Modular Reinforcement Learning Jun 1, 2023 Decision Making reinforcement-learning
— Unverified Delphic Offline Reinforcement Learning under Nonidentifiable Hidden Confounding Jun 1, 2023 Management Offline RL
— Unverified TorchRL: A data-driven decision-making library for PyTorch Jun 1, 2023 Computational Efficiency Decision Making
Code Code Available Identifiability and Generalizability in Constrained Inverse Reinforcement Learning Jun 1, 2023 reinforcement-learning Reinforcement Learning
Code Code Available Achieving Fairness in Multi-Agent Markov Decision Processes Using Reinforcement Learning Jun 1, 2023 Fairness Offline RL
— Unverified Safe Offline Reinforcement Learning with Real-Time Budget Constraints Jun 1, 2023 reinforcement-learning Reinforcement Learning
Code Code Available Normalization Enhances Generalization in Visual Reinforcement Learning Jun 1, 2023 reinforcement-learning Reinforcement Learning
Code Code Available Non-stationary Reinforcement Learning under General Function Approximation Jun 1, 2023 reinforcement-learning Reinforcement Learning
— Unverified Improving and Benchmarking Offline Reinforcement Learning Algorithms Jun 1, 2023 Attribute Benchmarking
Code Code Available IQL-TD-MPC: Implicit Q-Learning for Hierarchical Model Predictive Control Jun 1, 2023 D4RL Model-based Reinforcement Learning
— Unverified Efficient Diffusion Policies for Offline Reinforcement Learning May 31, 2023 D4RL Offline RL
Code Code Available Learning for Edge-Weighted Online Bipartite Matching with Robustness Guarantees May 31, 2023 Reinforcement Learning (RL)
Code Code Available Replicability in Reinforcement Learning May 31, 2023 reinforcement-learning Reinforcement Learning
— Unverified Let's Verify Step by Step May 31, 2023 Active Learning Math
Code Code Available MetaDiffuser: Diffusion Model as Conditional Planner for Offline Meta-RL May 31, 2023 MuJoCo Reinforcement Learning (RL)
— Unverified Policy Optimization for Continuous Reinforcement Learning May 30, 2023 reinforcement-learning Reinforcement Learning
— Unverified Robust Reinforcement Learning Objectives for Sequential Recommender Systems May 30, 2023 Offline RL Recommendation Systems
Code Code Available Subequivariant Graph Reinforcement Learning in 3D Environments May 30, 2023 reinforcement-learning Reinforcement Learning
Code Code Available Diffusion Model is an Effective Planner and Data Synthesizer for Multi-Task Reinforcement Learning May 29, 2023 Prompt Learning Reinforcement Learning (RL)
Code Code Available Towards a Better Understanding of Representation Dynamics under TD-learning May 29, 2023 Reinforcement Learning (RL) Representation Learning
— Unverified Bridging the Sim-to-Real Gap from the Information Bottleneck Perspective May 29, 2023 Knowledge Distillation Reinforcement Learning (RL)
Code Code Available Off-Policy RL Algorithms Can be Sample-Efficient for Continuous Control via Sample Multiple Reuse May 29, 2023 continuous-control Continuous Control
Code Code Available Provable and Practical: Efficient Exploration in Reinforcement Learning via Langevin Monte Carlo May 29, 2023 Efficient Exploration reinforcement-learning
Code Code Available RLAD: Reinforcement Learning from Pixels for Autonomous Driving in Urban Environments May 29, 2023 Autonomous Driving reinforcement-learning
— Unverified RL + Model-based Control: Using On-demand Optimal Control to Learn Versatile Legged Locomotion May 29, 2023 Reinforcement Learning (RL)
— Unverified Potential-based Credit Assignment for Cooperative RL-based Testing of Autonomous Vehicles May 28, 2023 Autonomous Vehicles counterfactual
— Unverified MADiff: Offline Multi-agent Learning with Diffusion Models May 27, 2023 Offline RL Q-Learning
Code Code Available Future-conditioned Unsupervised Pretraining for Decision Transformer May 26, 2023 Decision Making Reinforcement Learning (RL)
Code Code Available Policy Synthesis and Reinforcement Learning for Discounted LTL May 26, 2023 PAC learning reinforcement-learning
— Unverified Reinforcement Learning with Simple Sequence Priors May 26, 2023 continuous-control Continuous Control
— Unverified The Curious Price of Distributional Robustness in Reinforcement Learning with a Generative Model May 26, 2023 Reinforcement Learning (RL)
— Unverified 