GAN-based Intrinsic Exploration For Sample Efficient Reinforcement Learning Jun 28, 2022 Efficient Exploration Generative Adversarial Network
— Unverified EMVLight: a Multi-agent Reinforcement Learning Framework for an Emergency Vehicle Decentralized Routing and Traffic Signal Control System Jun 27, 2022 Multi-agent Reinforcement Learning Reinforcement Learning (RL)
— Unverified Humans are not Boltzmann Distributions: Challenges and Opportunities for Modelling Human Feedback and Interaction in Reinforcement Learning Jun 27, 2022 Reinforcement Learning (RL)
— Unverified Interpretable Hidden Markov Model-Based Deep Reinforcement Learning Hierarchical Framework for Predictive Maintenance of Turbofan Engines Jun 27, 2022 Deep Reinforcement Learning reinforcement-learning
— Unverified Distinguishing Learning Rules with Brain Machine Interfaces Jun 27, 2022 reinforcement-learning Reinforcement Learning
Code Code Available On the Complexity of Adversarial Decision Making Jun 27, 2022 Decision Making reinforcement-learning
— Unverified When to Trust Your Simulator: Dynamics-Aware Hybrid Offline-and-Online Reinforcement Learning Jun 27, 2022 Offline RL reinforcement-learning
Code Code Available Predicting the Need for Blood Transfusion in Intensive Care Units with Reinforcement Learning Jun 26, 2022 Decision Making Q-Learning
— Unverified Tackling Asymmetric and Circular Sequential Social Dilemmas with Reinforcement Learning and Graph-based Tit-for-Tat Jun 26, 2022 Deep Reinforcement Learning Reinforcement Learning (RL)
Code Code Available Improving Policy Optimization with Generalist-Specialist Learning Jun 26, 2022 Deep Reinforcement Learning Imitation Learning
Code Code Available Analysis of Stochastic Processes through Replay Buffers Jun 26, 2022 reinforcement-learning Reinforcement Learning
— Unverified Estimating Link Flows in Road Networks with Synthetic Trajectory Data Generation: Reinforcement Learning-based Approaches Jun 26, 2022 Decision Making reinforcement-learning
— Unverified Functional Optimization Reinforcement Learning for Real-Time Bidding Jun 25, 2022 Attribute Multi-agent Reinforcement Learning
— Unverified Guided Exploration in Reinforcement Learning via Monte Carlo Critic Optimization Jun 25, 2022 continuous-control Continuous Control
Code Code Available Hierarchical Reinforcement Learning with Opponent Modeling for Distributed Multi-agent Cooperation Jun 25, 2022 Autonomous Vehicles Decision Making
— Unverified Value-Consistent Representation Learning for Data-Efficient Reinforcement Learning Jun 25, 2022 Contrastive Learning Data Augmentation
— Unverified Towards Modern Card Games with Large-Scale Action Spaces Through Action Representation Jun 25, 2022 Card Games reinforcement-learning
— Unverified Value Function Decomposition for Iterative Design of Reinforcement Learning Agents Jun 24, 2022 Decision Making reinforcement-learning
— Unverified Provably Efficient Reinforcement Learning in Partially Observable Dynamical Systems Jun 24, 2022 reinforcement-learning Reinforcement Learning
— Unverified Reinforcement learning based adaptive metaheuristics Jun 24, 2022 reinforcement-learning Reinforcement Learning
Code Code Available Modeling Adaptive Platoon and Reservation Based Autonomous Intersection Control: A Deep Reinforcement Learning Approach Jun 24, 2022 Autonomous Vehicles Deep Reinforcement Learning
— Unverified Joint Representation Training in Sequential Tasks with Shared Structure Jun 24, 2022 Multi-Armed Bandits Reinforcement Learning (RL)
— Unverified Dynamic network congestion pricing based on deep reinforcement learning Jun 24, 2022 Deep Reinforcement Learning reinforcement-learning
— Unverified Learning the policy for mixed electric platoon control of automated and human-driven vehicles at signalized intersection: a random search approach Jun 24, 2022 reinforcement-learning Reinforcement Learning (RL)
— Unverified Eco-driving for Electric Connected Vehicles at Signalized Intersections: A Parameterized Reinforcement Learning approach Jun 24, 2022 Reinforcement Learning (RL)
— Unverified Phasic Self-Imitative Reduction for Sparse-Reward Goal-Conditioned Reinforcement Learning Jun 24, 2022 reinforcement-learning Reinforcement Learning (RL)
— Unverified Reinforcement Learning under Partial Observability Guided by Learned Environment Models Jun 23, 2022 Q-Learning reinforcement-learning
— Unverified Recursive Reinforcement Learning Jun 23, 2022 Ingenuity Q-Learning
— Unverified The Real Deal: A Review of Challenges and Opportunities in Moving Reinforcement Learning-Based Traffic Signal Control Systems Towards Reality Jun 23, 2022 Reinforcement Learning (RL) Traffic Signal Control
— Unverified Nearly Minimax Optimal Reinforcement Learning with Linear Function Approximation Jun 23, 2022 reinforcement-learning Reinforcement Learning
— Unverified Video PreTraining (VPT): Learning to Act by Watching Unlabeled Online Videos Jun 23, 2022 Imitation Learning Minecraft
Code Code Available Learning Agile Skills via Adversarial Imitation of Rough Partial Demonstrations Jun 23, 2022 Reinforcement Learning (RL)
— Unverified CGAR: Critic Guided Action Redistribution in Reinforcement Leaning Jun 23, 2022 MuJoCo Reinforcement Learning (RL)
Code Code Available A Federated Reinforcement Learning Method with Quantization for Cooperative Edge Caching in Fog Radio Access Networks Jun 23, 2022 Deep Reinforcement Learning Quantization
— Unverified Multi-Agent Car Parking using Reinforcement Learning Jun 22, 2022 Autonomous Driving Form
Code Code Available Optimistic Linear Support and Successor Features as a Basis for Optimal Policy Transfer Jun 22, 2022 Reinforcement Learning (RL) Transfer Learning
Code Code Available Constrained Stochastic Nonconvex Optimization with State-dependent Markov Data Jun 22, 2022 Reinforcement Learning (RL) Stochastic Optimization
— Unverified PAC: Assisted Value Factorisation with Counterfactual Predictions in Multi-Agent Reinforcement Learning Jun 22, 2022 counterfactual Multi-agent Reinforcement Learning
Code Code Available Auto-Encoding Adversarial Imitation Learning Jun 22, 2022 Decision Making Imitation Learning
— Unverified Multi-Horizon Representations with Hierarchical Forward Models for Reinforcement Learning Jun 22, 2022 reinforcement-learning Reinforcement Learning (RL)
Code Code Available Decentralized Gossip-Based Stochastic Bilevel Optimization over Communication Networks Jun 22, 2022 Bilevel Optimization Federated Learning
— Unverified Curious Exploration via Structured World Models Yields Zero-Shot Object Manipulation Jun 22, 2022 Efficient Exploration Object
— Unverified Fusion of Model-free Reinforcement Learning with Microgrid Control: Review and Vision Jun 22, 2022 reinforcement-learning Reinforcement Learning (RL)
— Unverified Learning Optimal Treatment Strategies for Sepsis Using Offline Reinforcement Learning in Continuous Space Jun 22, 2022 Deep Reinforcement Learning reinforcement-learning
— Unverified Deep Reinforcement Learning for Turbulence Modeling in Large Eddy Simulations Jun 21, 2022 Deep Reinforcement Learning reinforcement-learning
Code Code Available Imitate then Transcend: Multi-Agent Optimal Execution with Dual-Window Denoise PPO Jun 21, 2022 Imitation Learning Reinforcement Learning (RL)
— Unverified Meta Reinforcement Learning with Finite Training Tasks -- a Density Estimation Approach Jun 21, 2022 Density Estimation Dimensionality Reduction
Code Code Available On the Statistical Efficiency of Reward-Free Exploration in Non-Linear RL Jun 21, 2022 Reinforcement Learning (RL)
— Unverified Robust Task Representations for Offline Meta-Reinforcement Learning via Contrastive Learning Jun 21, 2022 Contrastive Learning Meta Reinforcement Learning
Code Code Available Safe and Psychologically Pleasant Traffic Signal Control with Reinforcement Learning using Action Masking Jun 21, 2022 reinforcement-learning Reinforcement Learning (RL)
— Unverified 