| 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 |
| High-Dimensional Stock Portfolio Trading with Deep Reinforcement Learning | Dec 9, 2021 | Deep Reinforcement LearningQ-Learning | —Unverified | 0 |
| Learning Generalizable Behavior via Visual Rewrite Rules | Dec 9, 2021 | Deep Reinforcement LearningDescriptive | —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 |
| Federated Deep Reinforcement Learning for the Distributed Control of NextG Wireless Networks | Dec 7, 2021 | Autonomous VehiclesDeep Reinforcement Learning | CodeCode Available | 1 |
| PTR-PPO: Proximal Policy Optimization with Prioritized Trajectory Replay | Dec 7, 2021 | Deep Reinforcement Learning | —Unverified | 0 |
| Information is Power: Intrinsic Control via Information Capture | Dec 7, 2021 | Deep Reinforcement Learning | —Unverified | 0 |
| 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 |