| Using Deep Reinforcement Learning Methods for Autonomous Vessels in 2D Environments | Mar 23, 2020 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| L2B: Learning to Balance the Safety-Efficiency Trade-off in Interactive Crowd-aware Robot Navigation | Mar 20, 2020 | Collision AvoidanceDeep Reinforcement Learning | CodeCode Available | 1 |
| Robust Deep Reinforcement Learning against Adversarial Perturbations on State Observations | Mar 19, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Social Navigation with Human Empowerment driven Deep Reinforcement Learning | Mar 18, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Simultaneous Navigation and Radio Mapping for Cellular-Connected UAV with Deep Reinforcement Learning | Mar 17, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| DisCor: Corrective Feedback in Reinforcement Learning via Distribution Correction | Mar 16, 2020 | Deep Reinforcement LearningMeta-Learning | CodeCode Available | 1 |
| Self-Supervised Discovering of Interpretable Features for Reinforcement Learning | Mar 16, 2020 | Atari GamesDecision Making | CodeCode Available | 1 |
| Deep Deterministic Portfolio Optimization | Mar 13, 2020 | Deep Reinforcement LearningPortfolio Optimization | CodeCode Available | 1 |
| Sample Efficient Reinforcement Learning through Learning from Demonstrations in Minecraft | Mar 12, 2020 | Deep Reinforcement LearningMinecraft | CodeCode Available | 1 |
| Learning View and Target Invariant Visual Servoing for Navigation | Mar 4, 2020 | Deep Reinforcement LearningReinforcement Learning | CodeCode Available | 1 |
| Contention Window Optimization in IEEE 802.11ax Networks with Deep Reinforcement Learning | Mar 3, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Can Increasing Input Dimensionality Improve Deep Reinforcement Learning? | Mar 3, 2020 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| Embodied Synaptic Plasticity with Online Reinforcement learning | Mar 3, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| AutoPhase: Juggling HLS Phase Orderings in Random Forests with Deep Reinforcement Learning | Mar 2, 2020 | Deep Reinforcement LearningHigh-Level Synthesis | CodeCode Available | 1 |
| Reinforcement co-Learning of Deep and Spiking Neural Networks for Energy-Efficient Mapless Navigation with Neuromorphic Hardware | Mar 2, 2020 | Deep Reinforcement LearningReinforcement Learning | CodeCode Available | 1 |
| Learning When and Where to Zoom with Deep Reinforcement Learning | Mar 1, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Learning Scalable Multi-Agent Coordination by Spatial Differentiation for Traffic Signal Control | Feb 27, 2020 | Deep Reinforcement LearningGraph Attention | CodeCode Available | 1 |
| Reconfigurable Intelligent Surface Assisted Multiuser MISO Systems Exploiting Deep Reinforcement Learning | Feb 24, 2020 | Deep Reinforcement LearningNeural Network simulation | CodeCode Available | 1 |
| Discriminative Particle Filter Reinforcement Learning for Complex Partial Observations | Feb 23, 2020 | Atari GamesDecision Making | CodeCode Available | 1 |
| Tuning-free Plug-and-Play Proximal Algorithm for Inverse Imaging Problems | Feb 22, 2020 | compressed sensingDeep Reinforcement Learning | CodeCode Available | 1 |
| Language as a Cognitive Tool to Imagine Goals in Curiosity-Driven Exploration | Feb 21, 2020 | Deep Reinforcement LearningLanguage Acquisition | CodeCode Available | 1 |
| Reinforcement Learning for Molecular Design Guided by Quantum Mechanics | Feb 18, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Reinforced active learning for image segmentation | Feb 16, 2020 | Active LearningDeep Reinforcement Learning | CodeCode Available | 1 |
| Deep RL Agent for a Real-Time Action Strategy Game | Feb 15, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| A Deep Reinforcement Learning Algorithm Using Dynamic Attention Model for Vehicle Routing Problems | Feb 9, 2020 | Combinatorial OptimizationDecoder | CodeCode Available | 1 |
| Soft Hindsight Experience Replay | Feb 6, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Integrating Deep Reinforcement Learning with Model-based Path Planners for Automated Driving | Feb 2, 2020 | Deep Reinforcement LearningNavigate | CodeCode Available | 1 |
| Interpretable End-to-end Urban Autonomous Driving with Latent Deep Reinforcement Learning | Jan 23, 2020 | Autonomous DrivingDeep Reinforcement Learning | CodeCode Available | 1 |
| SARL*: Deep Reinforcement Learning based Human-Aware Navigation for Mobile Robot in Indoor Environments | Jan 20, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Gradient Surgery for Multi-Task Learning | Jan 19, 2020 | Deep Reinforcement Learningimage-classification | CodeCode Available | 1 |
| PoPS: Policy Pruning and Shrinking for Deep Reinforcement Learning | Jan 14, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Deep Reinforcement Learning for Active Human Pose Estimation | Jan 7, 2020 | 3D Human Pose EstimationDeep Reinforcement Learning | CodeCode Available | 1 |
| An Optimistic Perspective on Offline Deep Reinforcement Learning | Jan 1, 2020 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 1 |
| SoundSpaces: Audio-Visual Navigation in 3D Environments | Dec 24, 2019 | Deep Reinforcement LearningNavigate | CodeCode Available | 1 |
| Learning Improvement Heuristics for Solving Routing Problems | Dec 12, 2019 | Deep Reinforcement LearningReinforcement Learning | CodeCode Available | 1 |
| VALAN: Vision and Language Agent Navigation | Dec 6, 2019 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Curriculum-guided Hindsight Experience Replay | Dec 1, 2019 | Deep Reinforcement LearningDiversity | CodeCode Available | 1 |
| A Deep Reinforcement Learning Approach to First-Order Logic Theorem Proving | Nov 5, 2019 | Automated Theorem ProvingDeep Reinforcement Learning | CodeCode Available | 1 |
| PIC: Permutation Invariant Critic for Multi-Agent Deep Reinforcement Learning | Oct 31, 2019 | Deep Reinforcement LearningMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| Comparing Observation and Action Representations for Deep Reinforcement Learning in μRTS | Oct 26, 2019 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Deep Reinforcement Learning Control of Quantum Cartpoles | Oct 21, 2019 | Deep LearningDeep Reinforcement Learning | CodeCode Available | 1 |
| CityLearn: Diverse Real-World Environments for Sample-Efficient Navigation Policy Learning | Oct 10, 2019 | Autonomous DrivingDecision Making | CodeCode Available | 1 |
| Benchmarking Batch Deep Reinforcement Learning Algorithms | Oct 3, 2019 | BenchmarkingDeep Reinforcement Learning | CodeCode Available | 1 |
| Adversarial Policy Gradient for Deep Learning Image Augmentation | Sep 9, 2019 | ClassificationDeep Learning | CodeCode Available | 1 |
| Interactive Language Learning by Question Answering | Aug 28, 2019 | Deep Reinforcement LearningMachine Reading Comprehension | CodeCode Available | 1 |
| Making Sense of Vision and Touch: Learning Multimodal Representations for Contact-Rich Tasks | Jul 28, 2019 | Contact-rich ManipulationDeep Reinforcement Learning | CodeCode Available | 1 |
| Deep Lagrangian Networks for end-to-end learning of energy-based control for under-actuated systems | Jul 10, 2019 | Deep LearningDeep Reinforcement Learning | CodeCode Available | 1 |
| Multi-Agent Deep Reinforcement Learning for Liquidation Strategy Analysis | Jun 24, 2019 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Boosting Soft Actor-Critic: Emphasizing Recent Experience without Forgetting the Past | Jun 10, 2019 | Deep Reinforcement LearningMuJoCo | CodeCode Available | 1 |
| Snooping Attacks on Deep Reinforcement Learning | May 28, 2019 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
