Solving Collaborative Dec-POMDPs with Deep Reinforcement Learning Heuristics Nov 9, 2022 All Deep Reinforcement Learning
— Unverified Deep W-Networks: Solving Multi-Objective Optimisation Problems With Deep Reinforcement Learning Nov 9, 2022 Deep Reinforcement Learning reinforcement-learning
Code Code Available Foundation Models for Semantic Novelty in Reinforcement Learning Nov 9, 2022 reinforcement-learning Reinforcement Learning
— Unverified Leveraging Sequentiality in Reinforcement Learning from a Single Demonstration Nov 9, 2022 Deep Reinforcement Learning reinforcement-learning
Code Code Available Leveraging Offline Data in Online Reinforcement Learning Nov 9, 2022 Offline RL reinforcement-learning
— Unverified Interpretable Deep Reinforcement Learning for Green Security Games with Real-Time Information Nov 9, 2022 Decision Making Deep Reinforcement Learning
— Unverified Doubly Inhomogeneous Reinforcement Learning Nov 8, 2022 Change Point Detection Clustering
Code Code Available Efficient Compressed Ratio Estimation Using Online Sequential Learning for Edge Computing Nov 8, 2022 compressed sensing Data Compression
— Unverified Learning to Follow Instructions in Text-Based Games Nov 8, 2022 Decision Making Instruction Following
Code Code Available Pretraining in Deep Reinforcement Learning: A Survey Nov 8, 2022 Deep Reinforcement Learning reinforcement-learning
— Unverified Reinforcement Learning with Stepwise Fairness Constraints Nov 8, 2022 Decision Making Fairness
— Unverified Progress and summary of reinforcement learning on energy management of MPS-EV Nov 8, 2022 energy management Management
— Unverified Reward-Predictive Clustering Nov 7, 2022 Clustering reinforcement-learning
— Unverified Curriculum-based Asymmetric Multi-task Reinforcement Learning Nov 7, 2022 Multi-Task Learning reinforcement-learning
Code Code Available FinRL-Meta: Market Environments and Benchmarks for Data-Driven Financial Reinforcement Learning Nov 6, 2022 Deep Reinforcement Learning reinforcement-learning
Code Code Available Wall Street Tree Search: Risk-Aware Planning for Offline Reinforcement Learning Nov 6, 2022 Decision Making Offline RL
— Unverified Spatio-temporal Incentives Optimization for Ride-hailing Services with Offline Deep Reinforcement Learning Nov 6, 2022 Deep Reinforcement Learning reinforcement-learning
— Unverified ProtoX: Explaining a Reinforcement Learning Agent via Prototyping Nov 6, 2022 Contrastive Learning Deep Reinforcement Learning
Code Code Available Exposing Surveillance Detection Routes via Reinforcement Learning, Attack Graphs, and Cyber Terrain Nov 6, 2022 reinforcement-learning Reinforcement Learning (RL)
— Unverified Design Process is a Reinforcement Learning Problem Nov 6, 2022 Layout Design OpenAI Gym
Code Code Available Decentralized Federated Reinforcement Learning for User-Centric Dynamic TFDD Control Nov 4, 2022 Federated Learning reinforcement-learning
— Unverified De novo PROTAC design using graph-based deep generative models Nov 4, 2022 Reinforcement Learning (RL)
Code Code Available Diversity-based Deep Reinforcement Learning Towards Multidimensional Difficulty for Fighting Game AI Nov 4, 2022 Deep Reinforcement Learning Diversity
Code Code Available The Benefits of Model-Based Generalization in Reinforcement Learning Nov 4, 2022 Model-based Reinforcement Learning reinforcement-learning
Code Code Available Residual Skill Policies: Learning an Adaptable Skill-based Action Space for Reinforcement Learning for Robotics Nov 4, 2022 Reinforcement Learning (RL)
Code Code Available Benchmarking Quality-Diversity Algorithms on Neuroevolution for Reinforcement Learning Nov 4, 2022 Benchmarking Diversity
— Unverified Synthesis of separation processes with reinforcement learning Nov 3, 2022 reinforcement-learning Reinforcement Learning
Code Code Available A Survey on Reinforcement Learning in Aviation Applications Nov 3, 2022 Decision Making reinforcement-learning
— Unverified Learning safety in model-based Reinforcement Learning using MPC and Gaussian Processes Nov 3, 2022 Gaussian Processes Model-based Reinforcement Learning
Code Code Available Contrastive Value Learning: Implicit Models for Simple Offline RL Nov 3, 2022 continuous-control Continuous Control
— Unverified lilGym: Natural Language Visual Reasoning with Reinforcement Learning Nov 3, 2022 reinforcement-learning Reinforcement Learning
— Unverified Leveraging Fully Observable Policies for Learning under Partial Observability Nov 3, 2022 Partially Observable Reinforcement Learning reinforcement-learning
Code Code Available GEC: A Unified Framework for Interactive Decision Making in MDP, POMDP, and Beyond Nov 3, 2022 Decision Making Reinforcement Learning (RL)
— Unverified Sensor Control for Information Gain in Dynamic, Sparse and Partially Observed Environments Nov 3, 2022 Reinforcement Learning (RL)
— Unverified Reinforcement Learning in Non-Markovian Environments Nov 3, 2022 Q-Learning reinforcement-learning
— Unverified Oracle Inequalities for Model Selection in Offline Reinforcement Learning Nov 3, 2022 Model Selection Offline RL
— Unverified Scalable Multi-Agent Reinforcement Learning through Intelligent Information Aggregation Nov 3, 2022 Collision Avoidance Graph Neural Network
Code Code Available Theta-Resonance: A Single-Step Reinforcement Learning Method for Design Space Exploration Nov 3, 2022 Deep Reinforcement Learning reinforcement-learning
— Unverified Deep Reinforcement Learning for IRS Phase Shift Design in Spatiotemporally Correlated Environments Nov 2, 2022 Deep Reinforcement Learning reinforcement-learning
— Unverified Causal Counterfactuals for Improving the Robustness of Reinforcement Learning Nov 2, 2022 Causal Inference reinforcement-learning
Code Code Available Wind Power Forecasting Considering Data Privacy Protection: A Federated Deep Reinforcement Learning Approach Nov 2, 2022 Deep Reinforcement Learning Federated Learning
— Unverified Over-communicate no more: Situated RL agents learn concise communication protocols Nov 2, 2022 Reinforcement Learning (RL)
— Unverified Spatial-temporal recurrent reinforcement learning for autonomous ships Nov 2, 2022 Deep Reinforcement Learning reinforcement-learning
Code Code Available Offline RL With Realistic Datasets: Heteroskedasticity and Support Constraints Nov 2, 2022 Atari Games Offline RL
— Unverified Model-based Reinforcement Learning with a Hamiltonian Canonical ODE Network Nov 2, 2022 Model-based Reinforcement Learning reinforcement-learning
— Unverified Dual Generator Offline Reinforcement Learning Nov 2, 2022 Offline RL reinforcement-learning
— Unverified Deep Reinforcement Learning for Power Control in Next-Generation WiFi Network Systems Nov 2, 2022 Deep Reinforcement Learning Q-Learning
— Unverified Learning to Grasp the Ungraspable with Emergent Extrinsic Dexterity Nov 2, 2022 Friction Object
— Unverified Behavior Prior Representation learning for Offline Reinforcement Learning Nov 2, 2022 Offline RL reinforcement-learning
Code Code Available DynamicLight: Two-Stage Dynamic Traffic Signal Timing Nov 2, 2022 Q-Learning Reinforcement Learning (RL)
Code Code Available 