| High Performance Across Two Atari Paddle Games Using the Same Perceptual Control Architecture Without Training | Aug 4, 2021 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| Risk Conditioned Neural Motion Planning | Aug 4, 2021 | Deep Reinforcement LearningMotion Planning | CodeCode Available | 0 |
| Factor Representation and Decision Making in Stock Markets Using Deep Reinforcement Learning | Aug 3, 2021 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Deep Reinforcement Learning Based Networked Control with Network Delays for Signal Temporal Logic Specifications | Aug 3, 2021 | Deep Reinforcement LearningReinforcement Learning (RL) | —Unverified | 0 |
| Controlled Deep Reinforcement Learning for Optimized Slice Placement | Aug 3, 2021 | Deep Reinforcement LearningNetwork Embedding | —Unverified | 0 |
| Adversarial Attacks Against Deep Reinforcement Learning Framework in Internet of Vehicles | Aug 2, 2021 | Data PoisoningDeep Reinforcement Learning | —Unverified | 0 |
| Interactive Reinforcement Learning for Table Balancing Robot | Aug 1, 2021 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| A Reinforcement Learning Approach for Scheduling in mmWave Networks | Aug 1, 2021 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| UAV Trajectory Planning in Wireless Sensor Networks for Energy Consumption Minimization by Deep Reinforcement Learning | Aug 1, 2021 | Combinatorial OptimizationDeep Reinforcement Learning | —Unverified | 0 |
| Physics-informed Dyna-Style Model-Based Deep Reinforcement Learning for Dynamic Control | Jul 31, 2021 | Deep Reinforcement LearningModel-based Reinforcement Learning | —Unverified | 0 |
| An Intelligent Energy Management Framework for Hybrid-Electric Propulsion Systems Using Deep Reinforcement Learning | Jul 31, 2021 | Deep Reinforcement Learningenergy management | —Unverified | 0 |
| Tianshou: a Highly Modularized Deep Reinforcement Learning Library | Jul 29, 2021 | Deep Reinforcement LearningMuJoCo | CodeCode Available | 3 |
| Value-Based Reinforcement Learning for Continuous Control Robotic Manipulation in Multi-Task Sparse Reward Settings | Jul 28, 2021 | continuous-controlContinuous Control | —Unverified | 0 |
| Snippet Policy Network for Multi-class Varied-length ECG Early Classification | Jul 28, 2021 | Arrhythmia DetectionClassification | —Unverified | 0 |
| Finding Failures in High-Fidelity Simulation using Adaptive Stress Testing and the Backward Algorithm | Jul 27, 2021 | Autonomous VehiclesDeep Reinforcement Learning | CodeCode Available | 1 |
| Deep Reinforcement Learning for L3 Slice Localization in Sarcopenia Assessment | Jul 27, 2021 | Deep Reinforcement LearningPosition | —Unverified | 0 |
| Double Deep Q-learning Based Real-Time Optimization Strategy for Microgrids | Jul 27, 2021 | Deep Reinforcement LearningQ-Learning | —Unverified | 0 |
| Learning-based Prediction, Rendering and Transmission for Interactive Virtual Reality in RIS-Assisted Terahertz Networks | Jul 27, 2021 | Deep Reinforcement LearningEdge-computing | —Unverified | 0 |
| Hindsight Value Function for Variance Reduction in Stochastic Dynamic Environment | Jul 26, 2021 | Deep Reinforcement LearningPolicy Gradient Methods | CodeCode Available | 0 |
| Predicting Game Engagement and Difficulty Using AI Players | Jul 26, 2021 | AI AgentDeep Reinforcement Learning | —Unverified | 0 |
| DR2L: Surfacing Corner Cases to Robustify Autonomous Driving via Domain Randomization Reinforcement Learning | Jul 25, 2021 | Autonomous DrivingAutonomous Vehicles | —Unverified | 0 |
| Cooperative Exploration for Multi-Agent Deep Reinforcement Learning | Jul 23, 2021 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Deep equal risk pricing of financial derivatives with non-translation invariant risk measures | Jul 23, 2021 | Deep Reinforcement LearningERP | —Unverified | 0 |
| Bayesian Controller Fusion: Leveraging Control Priors in Deep Reinforcement Learning for Robotics | Jul 21, 2021 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| MarsExplorer: Exploration of Unknown Terrains via Deep Reinforcement Learning and Procedurally Generated Environments | Jul 21, 2021 | Deep Reinforcement LearningOpenAI Gym | CodeCode Available | 1 |
| A Deep Reinforcement Learning Approach for Fair Traffic Signal Control | Jul 21, 2021 | Deep Reinforcement LearningFairness | —Unverified | 0 |
| Multimodal Reward Shaping for Efficient Exploration in Reinforcement Learning | Jul 19, 2021 | Deep Reinforcement LearningEfficient Exploration | —Unverified | 0 |
| Co-designing Intelligent Control of Building HVACs and Microgrids | Jul 18, 2021 | Deep Reinforcement LearningReinforcement Learning (RL) | CodeCode Available | 1 |
| High-Accuracy Model-Based Reinforcement Learning, a Survey | Jul 17, 2021 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| On the Robustness of Deep Reinforcement Learning in IRS-Aided Wireless Communications Systems | Jul 17, 2021 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Visual Adversarial Imitation Learning using Variational Models | Jul 16, 2021 | Deep Reinforcement LearningImitation Learning | —Unverified | 0 |
| MODRL/D-EL: Multiobjective Deep Reinforcement Learning with Evolutionary Learning for Multiobjective Optimization | Jul 16, 2021 | Combinatorial OptimizationDeep Reinforcement Learning | —Unverified | 0 |
| Evaluation of Human-AI Teams for Learned and Rule-Based Agents in Hanabi | Jul 15, 2021 | BenchmarkingDeep Reinforcement Learning | —Unverified | 0 |
| Graph-Embedded Multi-Agent Learning for Smart Reconfigurable THz MIMO-NOMA Networks | Jul 15, 2021 | Deep Reinforcement Learning | —Unverified | 0 |
| Deep Reinforcement Learning based Dynamic Optimization of Bus Timetable | Jul 15, 2021 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification | Jul 15, 2021 | Conformal PredictionDeep Reinforcement Learning | CodeCode Available | 1 |
| Mixing Human Demonstrations with Self-Exploration in Experience Replay for Deep Reinforcement Learning | Jul 14, 2021 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Going Beyond Linear RL: Sample Efficient Neural Function Approximation | Jul 14, 2021 | Deep Reinforcement LearningReinforcement Learning (RL) | —Unverified | 0 |
| QoS-Aware Scheduling in New Radio Using Deep Reinforcement Learning | Jul 14, 2021 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Learning based E2E Energy Efficient in Joint Radio and NFV Resource Allocation for 5G and Beyond Networks | Jul 13, 2021 | Deep Reinforcement LearningScheduling | —Unverified | 0 |
| ReLLIE: Deep Reinforcement Learning for Customized Low-Light Image Enhancement | Jul 13, 2021 | Deep Reinforcement LearningImage Enhancement | CodeCode Available | 1 |
| A Deep Reinforcement Learning Approach for Traffic Signal Control Optimization | Jul 13, 2021 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| R3L: Connecting Deep Reinforcement Learning to Recurrent Neural Networks for Image Denoising via Residual Recovery | Jul 12, 2021 | BenchmarkingDeep Reinforcement Learning | —Unverified | 0 |
| Distributed Deep Reinforcement Learning for Intelligent Traffic Monitoring with a Team of Aerial Robots | Jul 10, 2021 | Deep Reinforcement LearningManagement | —Unverified | 0 |
| Learning Interaction-aware Guidance Policies for Motion Planning in Dense Traffic Scenarios | Jul 9, 2021 | Autonomous NavigationAutonomous Vehicles | —Unverified | 0 |
| Attend2Pack: Bin Packing through Deep Reinforcement Learning with Attention | Jul 9, 2021 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Automated Gain Control Through Deep Reinforcement Learning for Downstream Radar Object Detection | Jul 8, 2021 | Active LearningDeep Reinforcement Learning | —Unverified | 0 |
| Towards Autonomous Pipeline Inspection with Hierarchical Reinforcement Learning | Jul 8, 2021 | Autonomous NavigationDeep Reinforcement Learning | —Unverified | 0 |
| Evaluating the progress of Deep Reinforcement Learning in the real world: aligning domain-agnostic and domain-specific research | Jul 7, 2021 | Deep Reinforcement Learning | —Unverified | 0 |
| Pseudo-Model-Free Hedging for Variable Annuities via Deep Reinforcement Learning | Jul 7, 2021 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
