| MSDF: A Deep Reinforcement Learning Framework for Service Function Chain Migration | Nov 12, 2019 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Multi-Path Policy Optimization | Nov 11, 2019 | Deep Reinforcement LearningEfficient Exploration | —Unverified | 0 |
| DRiLLS: Deep Reinforcement Learning for Logic Synthesis | Nov 11, 2019 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Multi-Agent Connected Autonomous Driving using Deep Reinforcement Learning | Nov 11, 2019 | Autonomous DrivingDeep Reinforcement Learning | CodeCode Available | 0 |
| Value-Added Chemical Discovery Using Reinforcement Learning | Nov 10, 2019 | Computational chemistryDeep Reinforcement Learning | —Unverified | 0 |
| Deep Reinforcement Learning Based Dynamic Trajectory Control for UAV-assisted Mobile Edge Computing | Nov 10, 2019 | Deep Reinforcement LearningEdge-computing | —Unverified | 0 |
| Minimalistic Attacks: How Little it Takes to Fool a Deep Reinforcement Learning Policy | Nov 10, 2019 | Adversarial AttackAtari Games | —Unverified | 0 |
| Worst Cases Policy Gradients | Nov 9, 2019 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Resilient Load Restoration in Microgrids Considering Mobile Energy Storage Fleets: A Deep Reinforcement Learning Approach | Nov 6, 2019 | Deep Reinforcement LearningReinforcement Learning | —Unverified | 0 |
| Experience Sharing Between Cooperative Reinforcement Learning Agents | Nov 6, 2019 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| MBCAL: Sample Efficient and Variance Reduced Reinforcement Learning for Recommender Systems | Nov 6, 2019 | counterfactualDeep Reinforcement Learning | —Unverified | 0 |
| Efficient Multi-robot Exploration via Multi-head Attention-based Cooperation Strategy | Nov 5, 2019 | Deep Reinforcement LearningReinforcement Learning | —Unverified | 0 |
| DeepRacer: Educational Autonomous Racing Platform for Experimentation with Sim2Real Reinforcement Learning | Nov 5, 2019 | Autonomous RacingDeep Reinforcement Learning | —Unverified | 0 |
| A Deep Reinforcement Learning Approach to First-Order Logic Theorem Proving | Nov 5, 2019 | Automated Theorem ProvingDeep Reinforcement Learning | CodeCode Available | 1 |
| An End-to-End Deep RL Framework for Task Arrangement in Crowdsourcing Platforms | Nov 4, 2019 | Deep Reinforcement LearningReinforcement Learning | —Unverified | 0 |
| Emergence of Numeric Concepts in Multi-Agent Autonomous Communication | Nov 4, 2019 | Deep Reinforcement LearningGrounded language learning | CodeCode Available | 0 |
| Online Robustness Training for Deep Reinforcement Learning | Nov 3, 2019 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Experienced Deep Reinforcement Learning with Generative Adversarial Networks (GANs) for Model-Free Ultra Reliable Low Latency Communication | Nov 1, 2019 | Deep Reinforcement LearningReinforcement Learning | —Unverified | 0 |
| Deep Reinforcement Learning-based Text Anonymization against Private-Attribute Inference | Nov 1, 2019 | AttributeDeep Reinforcement Learning | —Unverified | 0 |
| Incorporating Graph Attention Mechanism into Knowledge Graph Reasoning Based on Deep Reinforcement Learning | Nov 1, 2019 | Deep Reinforcement LearningGraph Attention | —Unverified | 0 |
| Seeded self-play for language learning | Nov 1, 2019 | Deep Reinforcement LearningImitation Learning | —Unverified | 0 |
| A Narration-based Reward Shaping Approach using Grounded Natural Language Commands | Oct 31, 2019 | Deep Reinforcement LearningReinforcement Learning | —Unverified | 0 |
| DeepLine: AutoML Tool for Pipelines Generation using Deep Reinforcement Learning and Hierarchical Actions Filtering | Oct 31, 2019 | AutoMLBIG-bench Machine Learning | —Unverified | 0 |
| PIC: Permutation Invariant Critic for Multi-Agent Deep Reinforcement Learning | Oct 31, 2019 | Deep Reinforcement LearningMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| RLINK: Deep Reinforcement Learning for User Identity Linkage | Oct 31, 2019 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Cascaded LSTMs based Deep Reinforcement Learning for Goal-driven Dialogue | Oct 31, 2019 | Deep Reinforcement LearningDialogue Management | CodeCode Available | 0 |
| Automatic Testing With Reusable Adversarial Agents | Oct 30, 2019 | Autonomous VehiclesDeep Reinforcement Learning | —Unverified | 0 |
| A Distributed Model-Free Algorithm for Multi-hop Ride-sharing using Deep Reinforcement Learning | Oct 30, 2019 | Autonomous VehiclesDeep Reinforcement Learning | —Unverified | 0 |
| Deep reinforcement learning for market making in corporate bonds: beating the curse of dimensionality | Oct 29, 2019 | Deep Reinforcement LearningReinforcement Learning (RL) | —Unverified | 0 |
| Deep Reinforcement Learning for Distributed Uncoordinated Cognitive Radios Resource Allocation | Oct 29, 2019 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Generalization of Reinforcement Learners with Working and Episodic Memory | Oct 29, 2019 | Deep Reinforcement LearningHoldout Set | CodeCode Available | 0 |
| Neural Architecture Evolution in Deep Reinforcement Learning for Continuous Control | Oct 28, 2019 | continuous-controlContinuous Control | —Unverified | 0 |
| Certified Adversarial Robustness for Deep Reinforcement Learning | Oct 28, 2019 | Adversarial RobustnessCollision Avoidance | —Unverified | 0 |
| Quantum enhancements for deep reinforcement learning in large spaces | Oct 28, 2019 | BIG-bench Machine LearningDecision Making | CodeCode Available | 0 |
| BAIL: Best-Action Imitation Learning for Batch Deep Reinforcement Learning | Oct 27, 2019 | Deep Reinforcement LearningImitation Learning | CodeCode Available | 0 |
| Task-Oriented Language Grounding for Language Input with Multiple Sub-Goals of Non-Linear Order | Oct 27, 2019 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| ZPD Teaching Strategies for Deep Reinforcement Learning from Demonstrations | Oct 26, 2019 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 0 |
| Comparing Observation and Action Representations for Deep Reinforcement Learning in μRTS | Oct 26, 2019 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Optimal Resource Allocation in Wireless Control Systems via Deep Policy Gradient | Oct 25, 2019 | Deep Reinforcement LearningPolicy Gradient Methods | —Unverified | 0 |
| Deep Reinforcement Learning for Synthesizing Functions in Higher-Order Logic | Oct 25, 2019 | Automated Theorem ProvingBIG-bench Machine Learning | CodeCode Available | 0 |
| Collision Avoidance in Pedestrian-Rich Environments with Deep Reinforcement Learning | Oct 24, 2019 | Collision AvoidanceDecision Making | CodeCode Available | 0 |
| Pre-training in Deep Reinforcement Learning for Automatic Speech Recognition | Oct 24, 2019 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| Learning Hierarchical Control for Robust In-Hand Manipulation | Oct 24, 2019 | Deep Reinforcement LearningReinforcement Learning | CodeCode Available | 0 |
| Attention-based Curiosity-driven Exploration in Deep Reinforcement Learning | Oct 23, 2019 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Learning Humanoid Robot Running Skills through Proximal Policy Optimization | Oct 22, 2019 | Deep Reinforcement LearningReinforcement Learning | CodeCode Available | 0 |
| Learning Resilient Behaviors for Navigation Under Uncertainty | Oct 22, 2019 | Autonomous DrivingDeep Reinforcement Learning | —Unverified | 0 |
| Faster and Safer Training by Embedding High-Level Knowledge into Deep Reinforcement Learning | Oct 22, 2019 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Resource Allocation in Mobility-Aware Federated Learning Networks: A Deep Reinforcement Learning Approach | Oct 21, 2019 | Deep Reinforcement LearningFederated Learning | —Unverified | 0 |
| Combining Benefits from Trajectory Optimization and Deep Reinforcement Learning | Oct 21, 2019 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Self-Supervised Sim-to-Real Adaptation for Visual Robotic Manipulation | Oct 21, 2019 | Deep Reinforcement LearningDomain Adaptation | —Unverified | 0 |
