| Contextual Exploration Using a Linear Approximation Method Based on Satisficing | Dec 13, 2021 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| ElegantRL-Podracer: Scalable and Elastic Library for Cloud-Native Deep Reinforcement Learning | Dec 11, 2021 | Deep Reinforcement LearningGPU | CodeCode Available | 2 |
| Faster Deep Reinforcement Learning with Slower Online Network | Dec 10, 2021 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Quantum Architecture Search via Continual Reinforcement Learning | Dec 10, 2021 | Continual LearningDeep Reinforcement Learning | —Unverified | 0 |
| Zero-Shot Uncertainty-Aware Deployment of Simulation Trained Policies on Real-World Robots | Dec 10, 2021 | continuous-controlContinuous Control | —Unverified | 0 |
| Learning Generalizable Behavior via Visual Rewrite Rules | Dec 9, 2021 | Deep Reinforcement LearningDescriptive | —Unverified | 0 |
| High-Dimensional Stock Portfolio Trading with Deep Reinforcement Learning | Dec 9, 2021 | Deep Reinforcement LearningQ-Learning | —Unverified | 0 |
| DR3: Value-Based Deep Reinforcement Learning Requires Explicit Regularization | Dec 9, 2021 | Atari GamesD4RL | —Unverified | 0 |
| A Review for Deep Reinforcement Learning in Atari:Benchmarks, Challenges, and Solutions | Dec 8, 2021 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| Application of Deep Reinforcement Learning to Payment Fraud | Dec 8, 2021 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| A Transferable Approach for Partitioning Machine Learning Models on Multi-Chip-Modules | Dec 7, 2021 | BIG-bench Machine LearningDeep Reinforcement Learning | —Unverified | 0 |
| Attention-Based Model and Deep Reinforcement Learning for Distribution of Event Processing Tasks | Dec 7, 2021 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Information is Power: Intrinsic Control via Information Capture | Dec 7, 2021 | Deep Reinforcement Learning | —Unverified | 0 |
| PTR-PPO: Proximal Policy Optimization with Prioritized Trajectory Replay | Dec 7, 2021 | Deep Reinforcement Learning | —Unverified | 0 |
| Federated Deep Reinforcement Learning for the Distributed Control of NextG Wireless Networks | Dec 7, 2021 | Autonomous VehiclesDeep Reinforcement Learning | CodeCode Available | 1 |
| Virtual Replay Cache | Dec 6, 2021 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 0 |
| Distilled Domain Randomization | Dec 6, 2021 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Functional Regularization for Reinforcement Learning via Learned Fourier Features | Dec 6, 2021 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Flexible Option Learning | Dec 6, 2021 | Deep Reinforcement LearningHierarchical Reinforcement Learning | CodeCode Available | 0 |
| Temporal-Spatial Causal Interpretations for Vision-Based Reinforcement Learning | Dec 6, 2021 | Causal DiscoveryDecision Making | —Unverified | 0 |
| Benchmark for Out-of-Distribution Detection in Deep Reinforcement Learning | Dec 5, 2021 | Deep Reinforcement LearningOut-of-Distribution Detection | —Unverified | 0 |
| Learning Emergent Random Access Protocol for LEO Satellite Networks | Dec 3, 2021 | Deep Reinforcement LearningFairness | —Unverified | 0 |
| A Generic Graph Sparsification Framework using Deep Reinforcement Learning | Dec 2, 2021 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 0 |
| Adversarial Robustness of Deep Reinforcement Learning based Dynamic Recommender Systems | Dec 2, 2021 | Adversarial Robustnesscounterfactual | —Unverified | 0 |
| Architecting and Visualizing Deep Reinforcement Learning Models | Dec 2, 2021 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Joint Cluster Head Selection and Trajectory Planning in UAV-Aided IoT Networks by Reinforcement Learning with Sequential Model | Dec 1, 2021 | Combinatorial OptimizationDeep Reinforcement Learning | —Unverified | 0 |
| Meta Arcade: A Configurable Environment Suite for Meta-Learning | Dec 1, 2021 | Deep Reinforcement LearningMeta-Learning | —Unverified | 0 |
| Automatic Data Augmentation for Generalization in Reinforcement Learning | Dec 1, 2021 | Data AugmentationDeep Reinforcement Learning | CodeCode Available | 1 |
| Symbolic Regression via Deep Reinforcement Learning Enhanced Genetic Programming Seeding | Dec 1, 2021 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 1 |
| Learning Tree Interpretation from Object Representation for Deep Reinforcement Learning | Dec 1, 2021 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| EDGE: Explaining Deep Reinforcement Learning Policies | Dec 1, 2021 | Deep Reinforcement LearningMuJoCo | CodeCode Available | 1 |
| NovelD: A Simple yet Effective Exploration Criterion | Dec 1, 2021 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 1 |
| SAVER: Safe Learning-Based Controller for Real-Time Voltage Regulation | Nov 30, 2021 | Deep Reinforcement Learning | —Unverified | 0 |
| Risk-based implementation of COLREGs for autonomous surface vehicles using deep reinforcement learning | Nov 30, 2021 | Collision AvoidanceDeep Reinforcement Learning | —Unverified | 0 |
| Energy-Efficient Design for a NOMA assisted STAR-RIS Network with Deep Reinforcement Learning | Nov 30, 2021 | Deep Reinforcement LearningReinforcement Learning (RL) | —Unverified | 0 |
| Continuous Control With Ensemble Deep Deterministic Policy Gradients | Nov 30, 2021 | continuous-controlContinuous Control | CodeCode Available | 0 |
| DeepCQ+: Robust and Scalable Routing with Multi-Agent Deep Reinforcement Learning for Highly Dynamic Networks | Nov 29, 2021 | Deep Reinforcement LearningQ-Learning | —Unverified | 0 |
| How Can Creativity Occur in Multi-Agent Systems? | Nov 29, 2021 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Pessimistic Model Selection for Offline Deep Reinforcement Learning | Nov 29, 2021 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| A Reinforcement Learning Approach for the Continuous Electricity Market of Germany: Trading from the Perspective of a Wind Park Operator | Nov 26, 2021 | Deep Reinforcement Learning | —Unverified | 0 |
| A Comparative Analysis of Machine Learning Techniques for IoT Intrusion Detection | Nov 25, 2021 | Anomaly DetectionBIG-bench Machine Learning | —Unverified | 0 |
| Robot Skill Adaptation via Soft Actor-Critic Gaussian Mixture Models | Nov 25, 2021 | Deep Reinforcement Learning | —Unverified | 0 |
| Adaptively Calibrated Critic Estimates for Deep Reinforcement Learning | Nov 24, 2021 | continuous-controlContinuous Control | CodeCode Available | 0 |
| GDI: Rethinking What Makes Reinforcement Learning Different from Supervised Learning | Nov 24, 2021 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| A Review for Deep Reinforcement Learning in Atari: Benchmarks, Challenges, and Solutions | Nov 24, 2021 | Atari GamesDeep Reinforcement Learning | —Unverified | 0 |
| Semantic-Aware Collaborative Deep Reinforcement Learning Over Wireless Cellular Networks | Nov 23, 2021 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Adaptive Multi-Goal Exploration | Nov 23, 2021 | Deep Reinforcement Learning | —Unverified | 0 |
| Generating GPU Compiler Heuristics using Reinforcement Learning | Nov 23, 2021 | Deep Reinforcement LearningGPU | —Unverified | 0 |
| Real-World Dexterous Object Manipulation based Deep Reinforcement Learning | Nov 22, 2021 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 0 |
| Multi-agent Bayesian Deep Reinforcement Learning for Microgrid Energy Management under Communication Failures | Nov 22, 2021 | Deep Reinforcement Learningenergy management | —Unverified | 0 |
