| AME: Attention and Memory Enhancement in Hyper-Parameter Optimization | Jan 1, 2022 | Deep Reinforcement Learningimage-classification | —Unverified | 0 |
| Single-Shot Pruning for Offline Reinforcement Learning | Dec 31, 2021 | continuous-controlContinuous Control | —Unverified | 0 |
| SimSR: Simple Distance-based State Representation for Deep Reinforcement Learning | Dec 31, 2021 | Deep Reinforcement LearningMuJoCo | CodeCode Available | 1 |
| Self Reward Design with Fine-grained Interpretability | Dec 30, 2021 | Deep Reinforcement LearningFairness | CodeCode Available | 0 |
| Modified DDPG car-following model with a real-world human driving experience with CARLA simulator | Dec 29, 2021 | Autonomous DrivingDeep Reinforcement Learning | —Unverified | 0 |
| Sequential memory improves sample and memory efficiency in Episodic Control | Dec 29, 2021 | Deep Reinforcement LearningHippocampus | CodeCode Available | 0 |
| Embodied Learning for Lifelong Visual Perception | Dec 28, 2021 | Active LearningDeep Reinforcement Learning | —Unverified | 0 |
| Multiagent Model-based Credit Assignment for Continuous Control | Dec 27, 2021 | continuous-controlContinuous Control | —Unverified | 0 |
| Intelligent Traffic Light via Policy-based Deep Reinforcement Learning | Dec 27, 2021 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Dynamic Channel Access via Meta-Reinforcement Learning | Dec 24, 2021 | channel selectionDeep Reinforcement Learning | —Unverified | 0 |
| An Efficient Combinatorial Optimization Model Using Learning-to-Rank Distillation | Dec 24, 2021 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 0 |
| A machine learning pipeline for autonomous numerical analytic continuation of Dyson-Schwinger equations | Dec 24, 2021 | BIG-bench Machine LearningDeep Reinforcement Learning | —Unverified | 0 |
| Lane Change Decision-Making through Deep Reinforcement Learning | Dec 24, 2021 | Autonomous DrivingDecision Making | CodeCode Available | 1 |
| Deep Neuroevolution Squeezes More out of Small Neural Networks and Small Training Sets: Sample Application to MRI Brain Sequence Classification | Dec 24, 2021 | Deep Reinforcement LearningMeta-Learning | —Unverified | 0 |
| A Survey on Interpretable Reinforcement Learning | Dec 24, 2021 | Autonomous DrivingDecision Making | —Unverified | 0 |
| Missing Velocity in Dynamic Obstacle Avoidance based on Deep Reinforcement Learning | Dec 23, 2021 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Safety and Liveness Guarantees through Reach-Avoid Reinforcement Learning | Dec 23, 2021 | Deep Reinforcement LearningQ-Learning | CodeCode Available | 1 |
| Alpha-Mini: Minichess Agent with Deep Reinforcement Learning | Dec 22, 2021 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| A Deep Reinforcement Learning Approach for Solving the Traveling Salesman Problem with Drone | Dec 22, 2021 | Combinatorial OptimizationComputational Efficiency | CodeCode Available | 1 |
| Newsvendor Model with Deep Reinforcement Learning | Dec 22, 2021 | Deep Reinforcement Learningmodel | CodeCode Available | 0 |
| Deep Reinforcement Learning for Optimal Power Flow with Renewables Using Graph Information | Dec 22, 2021 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Adversarial Deep Reinforcement Learning for Improving the Robustness of Multi-agent Autonomous Driving Policies | Dec 22, 2021 | Autonomous DrivingDeep Reinforcement Learning | CodeCode Available | 1 |
| Graph augmented Deep Reinforcement Learning in the GameRLand3D environment | Dec 22, 2021 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Evaluating the Robustness of Deep Reinforcement Learning for Autonomous Policies in a Multi-agent Urban Driving Environment | Dec 22, 2021 | Autonomous DrivingBenchmarking | CodeCode Available | 0 |
| A Scalable Deep Reinforcement Learning Model for Online Scheduling Coflows of Multi-Stage Jobs for High Performance Computing | Dec 21, 2021 | Deep Reinforcement LearningGraph Neural Network | —Unverified | 0 |
