| Symmetry-Aware Neural Architecture for Embodied Visual Exploration | Jan 1, 2022 | Deep Reinforcement LearningReinforcement Learning (RL) | —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 |
| Sequential memory improves sample and memory efficiency in Episodic Control | Dec 29, 2021 | Deep Reinforcement LearningHippocampus | 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 |
| Embodied Learning for Lifelong Visual Perception | Dec 28, 2021 | Active LearningDeep Reinforcement Learning | —Unverified | 0 |
| Intelligent Traffic Light via Policy-based Deep Reinforcement Learning | Dec 27, 2021 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Multiagent Model-based Credit Assignment for Continuous Control | Dec 27, 2021 | continuous-controlContinuous Control | —Unverified | 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 |
| 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 |
| Lane Change Decision-Making through Deep Reinforcement Learning | Dec 24, 2021 | Autonomous DrivingDecision Making | CodeCode Available | 1 |
| 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 |
| Deep Reinforcement Learning for Optimal Power Flow with Renewables Using Graph Information | Dec 22, 2021 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Graph augmented Deep Reinforcement Learning in the GameRLand3D environment | 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 |
| Newsvendor Model with Deep Reinforcement Learning | Dec 22, 2021 | Deep Reinforcement Learningmodel | CodeCode Available | 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 |
| Task-Oriented Image Transmission for Scene Classification in Unmanned Aerial Systems | Dec 21, 2021 | ClassificationDeep Reinforcement Learning | —Unverified | 0 |
| Reinforcement Learning based Sequential Batch-sampling for Bayesian Optimal Experimental Design | Dec 21, 2021 | Deep Reinforcement LearningExperimental Design | —Unverified | 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 |
| Value Activation for Bias Alleviation: Generalized-activated Deep Double Deterministic Policy Gradients | Dec 21, 2021 | continuous-controlContinuous Control | CodeCode Available | 0 |
| Do Androids Dream of Electric Fences? Safety-Aware Reinforcement Learning with Latent Shielding | Dec 21, 2021 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| District Cooling System Control for Providing Operating Reserve based on Safe Deep Reinforcement Learning | Dec 21, 2021 | Deep Reinforcement LearningReinforcement Learning (RL) | —Unverified | 0 |
| A deep reinforcement learning model for predictive maintenance planning of road assets: Integrating LCA and LCCA | Dec 20, 2021 | Asset ManagementDeep Reinforcement Learning | —Unverified | 0 |
| Safe multi-agent deep reinforcement learning for joint bidding and maintenance scheduling of generation units | Dec 20, 2021 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Learning Robust Policy against Disturbance in Transition Dynamics via State-Conservative Policy Optimization | Dec 20, 2021 | Deep Reinforcement Learning | —Unverified | 0 |
| Optimization for Master-UAV-powered Auxiliary-Aerial-IRS-assisted IoT Networks: An Option-based Multi-agent Hierarchical Deep Reinforcement Learning Approach | Dec 20, 2021 | Deep Reinforcement Learning | —Unverified | 0 |
| Space Non-cooperative Object Active Tracking with Deep Reinforcement Learning | Dec 18, 2021 | Deep Reinforcement LearningPose Estimation | CodeCode Available | 1 |
| Creativity of AI: Hierarchical Planning Model Learning for Facilitating Deep Reinforcement Learning | Dec 18, 2021 | Deep Reinforcement LearningMontezuma's Revenge | —Unverified | 0 |
| Deep Reinforcement Learning-based Authentic Dialogue Generation To Protect Youth From Cybergrooming | Dec 17, 2021 | ChatbotDeep Reinforcement Learning | —Unverified | 0 |
| Personalized Lane Change Decision Algorithm Using Deep Reinforcement Learning Approach | Dec 17, 2021 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Towards Disturbance-Free Visual Mobile Manipulation | Dec 17, 2021 | Collision AvoidanceDeep Reinforcement Learning | CodeCode Available | 0 |
| ColO-RAN: Developing Machine Learning-based xApps for Open RAN Closed-loop Control on Programmable Experimental Platforms | Dec 17, 2021 | Deep Reinforcement LearningScheduling | CodeCode Available | 1 |
| Symmetry-aware Neural Architecture for Embodied Visual Navigation | Dec 17, 2021 | Deep Reinforcement LearningReinforcement Learning (RL) | —Unverified | 0 |
| Benchmarking Safe Deep Reinforcement Learning in Aquatic Navigation | Dec 16, 2021 | BenchmarkingDeep Reinforcement Learning | —Unverified | 0 |
| Centralizing State-Values in Dueling Networks for Multi-Robot Reinforcement Learning Mapless Navigation | Dec 16, 2021 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Deep Reinforcement Learning Policies Learn Shared Adversarial Features Across MDPs | Dec 16, 2021 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| Goal-Directed Story Generation: Augmenting Generative Language Models with Reinforcement Learning | Dec 16, 2021 | Deep Reinforcement LearningGraph Attention | —Unverified | 0 |
| DeepScalper: A Risk-Aware Reinforcement Learning Framework to Capture Fleeting Intraday Trading Opportunities | Dec 15, 2021 | Algorithmic TradingDecision Making | —Unverified | 0 |
| Autonomous Navigation and Configuration of Integrated Access Backhauling for UAV Base Station Using Reinforcement Learning | Dec 14, 2021 | Autonomous NavigationDeep Reinforcement Learning | —Unverified | 0 |
| Stochastic Actor-Executor-Critic for Image-to-Image Translation | Dec 14, 2021 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Quantifying Multimodality in World Models | Dec 14, 2021 | Deep Reinforcement LearningReinforcement Learning (RL) | —Unverified | 0 |
| FinRL-Meta: A Universe of Near-Real Market Environments for Data-Driven Deep Reinforcement Learning in Quantitative Finance | Dec 13, 2021 | Deep Reinforcement LearningGPU | CodeCode Available | 2 |
