| A Federated Reinforcement Learning Method with Quantization for Cooperative Edge Caching in Fog Radio Access Networks | Jun 23, 2022 | Deep Reinforcement LearningQuantization | —Unverified | 0 |
| Multi-Access Point Coordination for Next-Gen Wi-Fi Networks Aided by Deep Reinforcement Learning | Jun 22, 2022 | Deep Reinforcement LearningFairness | —Unverified | 0 |
| Learning Optimal Treatment Strategies for Sepsis Using Offline Reinforcement Learning in Continuous Space | Jun 22, 2022 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Deep Reinforcement Learning for Turbulence Modeling in Large Eddy Simulations | Jun 21, 2022 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Hybridization of evolutionary algorithm and deep reinforcement learning for multi-objective orienteering optimization | Jun 21, 2022 | Deep Reinforcement LearningProblem Decomposition | —Unverified | 0 |
| Robust Deep Reinforcement Learning through Bootstrapped Opportunistic Curriculum | Jun 21, 2022 | Adversarial RobustnessDeep Reinforcement Learning | CodeCode Available | 1 |
| Incorporating Voice Instructions in Model-Based Reinforcement Learning for Self-Driving Cars | Jun 21, 2022 | Deep Reinforcement LearningModel-based Reinforcement Learning | —Unverified | 0 |
| Finite Expression Method for Solving High-Dimensional Partial Differential Equations | Jun 21, 2022 | Deep Reinforcement LearningVocal Bursts Intensity Prediction | CodeCode Available | 1 |
| Deep reinforced active learning for multi-class image classification | Jun 20, 2022 | Active LearningClassification | —Unverified | 0 |
| Constrained Reinforcement Learning for Robotics via Scenario-Based Programming | Jun 20, 2022 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Sampling Efficient Deep Reinforcement Learning through Preference-Guided Stochastic Exploration | Jun 20, 2022 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 1 |
| An Embedded Feature Selection Framework for Control | Jun 19, 2022 | Deep Reinforcement Learningfeature selection | CodeCode Available | 0 |
| Two-Hop Age of Information Scheduling for Multi-UAV Assisted Mobile Edge Computing: FRL vs MADDPG | Jun 19, 2022 | Deep Reinforcement LearningEdge-computing | —Unverified | 0 |
| Deep reinforcement learning for fMRI prediction of Autism Spectrum Disorder | Jun 17, 2022 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| The State of Sparse Training in Deep Reinforcement Learning | Jun 17, 2022 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| SMPL: Simulated Industrial Manufacturing and Process Control Learning Environments | Jun 17, 2022 | BenchmarkingDeep Reinforcement Learning | CodeCode Available | 1 |
| Challenges and Opportunities in Deep Reinforcement Learning with Graph Neural Networks: A Comprehensive review of Algorithms and Applications | Jun 16, 2022 | Deep Reinforcement LearningRecommendation Systems | —Unverified | 0 |
| Backbones-Review: Feature Extraction Networks for Deep Learning and Deep Reinforcement Learning Approaches | Jun 16, 2022 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Autonomous Platoon Control with Integrated Deep Reinforcement Learning and Dynamic Programming | Jun 15, 2022 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Automating the resolution of flight conflicts: Deep reinforcement learning in service of air traffic controllers | Jun 15, 2022 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| A Search-Based Testing Approach for Deep Reinforcement Learning Agents | Jun 15, 2022 | Autonomous DrivingDecision Making | CodeCode Available | 1 |
| Defending Observation Attacks in Deep Reinforcement Learning via Detection and Denoising | Jun 14, 2022 | continuous-controlContinuous Control | CodeCode Available | 0 |
| Deep Reinforcement Learning for Exact Combinatorial Optimization: Learning to Branch | Jun 14, 2022 | BIG-bench Machine LearningCombinatorial Optimization | —Unverified | 0 |
| RoSGAS: Adaptive Social Bot Detection with Reinforced Self-Supervised GNN Architecture Search | Jun 14, 2022 | Deep Reinforcement LearningReinforcement Learning (RL) | CodeCode Available | 1 |
| Reinforcement Learning-based Placement of Charging Stations in Urban Road Networks | Jun 13, 2022 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Computation Offloading and Resource Allocation in F-RANs: A Federated Deep Reinforcement Learning Approach | Jun 13, 2022 | Deep Reinforcement LearningFederated Learning | —Unverified | 0 |
| Safe-FinRL: A Low Bias and Variance Deep Reinforcement Learning Implementation for High-Freq Stock Trading | Jun 13, 2022 | Deep Reinforcement LearningTime Series | —Unverified | 0 |
| Deep Reinforcement Learning for Optimal Investment and Saving Strategy Selection in Heterogeneous Profiles: Intelligent Agents working towards retirement | Jun 12, 2022 | Deep Reinforcement LearningReinforcement Learning (RL) | —Unverified | 0 |
| A Unified Approach to Reinforcement Learning, Quantal Response Equilibria, and Two-Player Zero-Sum Games | Jun 12, 2022 | Deep Reinforcement LearningMuJoCo Games | CodeCode Available | 1 |
| Large-Scale Retrieval for Reinforcement Learning | Jun 10, 2022 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Deep Multi-Agent Reinforcement Learning with Hybrid Action Spaces based on Maximum Entropy | Jun 10, 2022 | Deep Reinforcement LearningMulti-agent Reinforcement Learning | —Unverified | 0 |
| Overcoming the Spectral Bias of Neural Value Approximation | Jun 9, 2022 | continuous-controlContinuous Control | —Unverified | 0 |
| Towards Safe Reinforcement Learning via Constraining Conditional Value-at-Risk | Jun 9, 2022 | continuous-controlContinuous Control | CodeCode Available | 1 |
| An Optimization Method-Assisted Ensemble Deep Reinforcement Learning Algorithm to Solve Unit Commitment Problems | Jun 9, 2022 | Deep Reinforcement LearningQ-Learning | —Unverified | 0 |
| Action Noise in Off-Policy Deep Reinforcement Learning: Impact on Exploration and Performance | Jun 8, 2022 | continuous-controlContinuous Control | —Unverified | 0 |
| DeepTPI: Test Point Insertion with Deep Reinforcement Learning | Jun 7, 2022 | Deep Reinforcement LearningGraph Neural Network | CodeCode Available | 0 |
| Generalized Data Distribution Iteration | Jun 7, 2022 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| Efficient entity-based reinforcement learning | Jun 6, 2022 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Adaptive Rollout Length for Model-Based RL Using Model-Free Deep RL | Jun 6, 2022 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Deep Reinforcement Learning for Cybersecurity Threat Detection and Protection: A Review | Jun 6, 2022 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Robust Adversarial Attacks Detection based on Explainable Deep Reinforcement Learning For UAV Guidance and Planning | Jun 6, 2022 | Adversarial AttackDecision Making | —Unverified | 0 |
| Real2Sim or Sim2Real: Robotics Visual Insertion using Deep Reinforcement Learning and Real2Sim Policy Adaptation | Jun 6, 2022 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| DDPG based on multi-scale strokes for financial time series trading strategy | Jun 5, 2022 | Deep Reinforcement LearningQ-Learning | —Unverified | 0 |
| MACC: Cross-Layer Multi-Agent Congestion Control with Deep Reinforcement Learning | Jun 4, 2022 | Deep Reinforcement LearningManagement | —Unverified | 0 |
| A Deep Reinforcement Learning Framework For Column Generation | Jun 3, 2022 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 0 |
| Challenges to Solving Combinatorially Hard Long-Horizon Deep RL Tasks | Jun 3, 2022 | Deep Reinforcement Learning | CodeCode Available | 0 |
| Joint Energy Dispatch and Unit Commitment in Microgrids Based on Deep Reinforcement Learning | Jun 3, 2022 | Deep Reinforcement Learningenergy management | —Unverified | 0 |
| HEX: Human-in-the-loop Explainability via Deep Reinforcement Learning | Jun 2, 2022 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| RACA: Relation-Aware Credit Assignment for Ad-Hoc Cooperation in Multi-Agent Deep Reinforcement Learning | Jun 2, 2022 | Deep Reinforcement LearningReinforcement Learning (RL) | —Unverified | 0 |
| Language and Culture Internalisation for Human-Like Autotelic AI | Jun 2, 2022 | AttributeCultural Vocal Bursts Intensity Prediction | —Unverified | 0 |
