| Online Robustness Training for Deep Reinforcement Learning | Nov 3, 2019 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Seeded self-play for language learning | Nov 1, 2019 | Deep Reinforcement LearningImitation 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 |
| Incorporating Graph Attention Mechanism into Knowledge Graph Reasoning Based on Deep Reinforcement Learning | Nov 1, 2019 | Deep Reinforcement LearningGraph Attention | —Unverified | 0 |
| Deep Reinforcement Learning-based Text Anonymization against Private-Attribute Inference | Nov 1, 2019 | AttributeDeep Reinforcement 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 |
| 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 |
| A Narration-based Reward Shaping Approach using Grounded Natural Language Commands | Oct 31, 2019 | Deep Reinforcement LearningReinforcement 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 |
| Automatic Testing With Reusable Adversarial Agents | Oct 30, 2019 | Autonomous VehiclesDeep Reinforcement Learning | —Unverified | 0 |
| Deep Reinforcement Learning for Distributed Uncoordinated Cognitive Radios Resource Allocation | Oct 29, 2019 | Deep Reinforcement Learningreinforcement-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 |
| Generalization of Reinforcement Learners with Working and Episodic Memory | Oct 29, 2019 | Deep Reinforcement LearningHoldout Set | CodeCode Available | 0 |
| Quantum enhancements for deep reinforcement learning in large spaces | Oct 28, 2019 | BIG-bench Machine LearningDecision Making | 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 |
| 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 |
| BAIL: Best-Action Imitation Learning for Batch Deep Reinforcement Learning | Oct 27, 2019 | Deep Reinforcement LearningImitation Learning | CodeCode Available | 0 |
| ZPD Teaching Strategies for Deep Reinforcement Learning from Demonstrations | Oct 26, 2019 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 0 |
| Deep Reinforcement Learning for Synthesizing Functions in Higher-Order Logic | Oct 25, 2019 | Automated Theorem ProvingBIG-bench Machine Learning | CodeCode Available | 0 |
| Optimal Resource Allocation in Wireless Control Systems via Deep Policy Gradient | Oct 25, 2019 | Deep Reinforcement LearningPolicy Gradient Methods | —Unverified | 0 |
| Pre-training in Deep Reinforcement Learning for Automatic Speech Recognition | Oct 24, 2019 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | —Unverified | 0 |
| Collision Avoidance in Pedestrian-Rich Environments with Deep Reinforcement Learning | Oct 24, 2019 | Collision AvoidanceDecision Making | CodeCode Available | 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 |
| Faster and Safer Training by Embedding High-Level Knowledge into Deep Reinforcement Learning | Oct 22, 2019 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Learning Resilient Behaviors for Navigation Under Uncertainty | Oct 22, 2019 | Autonomous DrivingDeep Reinforcement Learning | —Unverified | 0 |
| Learning Humanoid Robot Running Skills through Proximal Policy Optimization | Oct 22, 2019 | Deep Reinforcement LearningReinforcement Learning | CodeCode Available | 0 |
| Dealing with Sparse Rewards in Reinforcement Learning | Oct 21, 2019 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Combining Benefits from Trajectory Optimization and Deep Reinforcement Learning | Oct 21, 2019 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Regularization Matters in Policy Optimization | Oct 21, 2019 | continuous-controlContinuous Control | CodeCode Available | 0 |
| A New Framework for Multi-Agent Reinforcement Learning -- Centralized Training and Exploration with Decentralized Execution via Policy Distillation | Oct 21, 2019 | Deep Reinforcement LearningMulti-agent 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 |
| Self-Supervised Sim-to-Real Adaptation for Visual Robotic Manipulation | Oct 21, 2019 | Deep Reinforcement LearningDomain Adaptation | —Unverified | 0 |
| Diverse Behavior Is What Game AI Needs: Generating Varied Human-Like Playing Styles Using Evolutionary Multi-Objective Deep Reinforcement Learning | Oct 20, 2019 | Deep Reinforcement LearningReinforcement Learning | —Unverified | 0 |
| Towards More Sample Efficiency in Reinforcement Learning with Data Augmentation | Oct 19, 2019 | Data AugmentationDeep Reinforcement Learning | CodeCode Available | 0 |
| Active 6D Multi-Object Pose Estimation in Cluttered Scenarios with Deep Reinforcement Learning | Oct 19, 2019 | Deep Reinforcement LearningObject | —Unverified | 0 |
| Explainable AI: Deep Reinforcement Learning Agents for Residential Demand Side Cost Savings in Smart Grids | Oct 19, 2019 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| On Connections between Constrained Optimization and Reinforcement Learning | Oct 18, 2019 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Automatic Data Augmentation by Learning the Deterministic Policy | Oct 18, 2019 | Data AugmentationDeep Reinforcement Learning | CodeCode Available | 0 |
| A Survey of Deep Learning Techniques for Autonomous Driving | Oct 17, 2019 | Autonomous DrivingDeep Learning | —Unverified | 0 |
| Teacher algorithms for curriculum learning of Deep RL in continuously parameterized environments | Oct 16, 2019 | Deep Reinforcement LearningReinforcement Learning | CodeCode Available | 0 |
| Creativity in Robot Manipulation with Deep Reinforcement Learning | Oct 16, 2019 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Deep Reinforcement Learning meets Graph Neural Networks: exploring a routing optimization use case | Oct 16, 2019 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 0 |
| On the Expressivity of Neural Networks for Deep Reinforcement Learning | Oct 14, 2019 | Deep Reinforcement LearningMuJoCo | CodeCode Available | 0 |
| Coordination of PV Smart Inverters Using Deep Reinforcement Learning for Grid Voltage Regulation | Oct 14, 2019 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| QoS and Jamming-Aware Wireless Networking Using Deep Reinforcement Learning | Oct 13, 2019 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Curiosity-Driven Recommendation Strategy for Adaptive Learning via Deep Reinforcement Learning | Oct 12, 2019 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Autonomous Navigation via Deep Reinforcement Learning for Resource Constraint Edge Nodes using Transfer Learning | Oct 12, 2019 | Autonomous NavigationDeep Reinforcement Learning | CodeCode Available | 0 |