| LTL2Action: Generalizing LTL Instructions for Multi-Task RL | Feb 13, 2021 | Deep Reinforcement LearningDiversity | CodeCode Available | 1 |
| Deep Reinforcement Agent for Scheduling in HPC | Feb 11, 2021 | Deep Reinforcement LearningScheduling | CodeCode Available | 1 |
| Domain Adaptation In Reinforcement Learning Via Latent Unified State Representation | Feb 10, 2021 | Autonomous DrivingDeep Reinforcement Learning | CodeCode Available | 1 |
| Adversarially Guided Actor-Critic | Feb 8, 2021 | Deep Reinforcement LearningEfficient Exploration | CodeCode Available | 1 |
| RL-Scope: Cross-Stack Profiling for Deep Reinforcement Learning Workloads | Feb 8, 2021 | CPUDeep Reinforcement Learning | CodeCode Available | 1 |
| Tactical Optimism and Pessimism for Deep Reinforcement Learning | Feb 7, 2021 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Explainable Reinforcement Learning for Longitudinal Control | Feb 6, 2021 | Deep Reinforcement LearningOpenAI Gym | CodeCode Available | 1 |
| Proactive and AoI-aware Failure Recovery for Stateful NFV-enabled Zero-Touch 6G Networks: Model-Free DRL Approach | Feb 2, 2021 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| GymD2D: A Device-to-Device Underlay Cellular Offload Evaluation Platform | Jan 27, 2021 | Deep Reinforcement LearningFriction | CodeCode Available | 1 |
| Differentiable Trust Region Layers for Deep Reinforcement Learning | Jan 22, 2021 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Robust Reinforcement Learning on State Observations with Learned Optimal Adversary | Jan 21, 2021 | Adversarial Attackcontinuous-control | CodeCode Available | 1 |
| Unifying Cardiovascular Modelling with Deep Reinforcement Learning for Uncertainty Aware Control of Sepsis Treatment | Jan 21, 2021 | Clinical KnowledgeDecision Making Under Uncertainty | CodeCode Available | 1 |
| mt5se: An Open Source Framework for Building Autonomous Trading Robots | Jan 20, 2021 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Deep Reinforcement Learning for Producing Furniture Layout in Indoor Scenes | Jan 19, 2021 | Deep Reinforcement LearningPosition | CodeCode Available | 1 |
| Towards Facilitating Empathic Conversations in Online Mental Health Support: A Reinforcement Learning Approach | Jan 19, 2021 | Deep Reinforcement LearningDialogue Generation | CodeCode Available | 1 |
| Deep Reinforcement Learning for Active High Frequency Trading | Jan 18, 2021 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Evaluating Soccer Player: from Live Camera to Deep Reinforcement Learning | Jan 13, 2021 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Developing an OpenAI Gym-compatible framework and simulation environment for testing Deep Reinforcement Learning agents solving the Ambulance Location Problem | Jan 12, 2021 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 1 |
| Cross-Modal Contrastive Learning of Representations for Navigation using Lightweight, Low-Cost Millimeter Wave Radar for Adverse Environmental Conditions | Jan 10, 2021 | Autonomous NavigationContrastive Learning | CodeCode Available | 1 |
| A Reinforcement Learning Based Encoder-Decoder Framework for Learning Stock Trading Rules | Jan 8, 2021 | DecoderDeep Reinforcement Learning | CodeCode Available | 1 |
| Joint Deep Reinforcement Learning and Unfolding: Beam Selection and Precoding for mmWave Multiuser MIMO with Lens Arrays | Jan 5, 2021 | Deep Reinforcement Learning | CodeCode Available | 1 |
| MetaVIM: Meta Variationally Intrinsic Motivated Reinforcement Learning for Decentralized Traffic Signal Control | Jan 4, 2021 | Deep Reinforcement LearningMeta-Learning | CodeCode Available | 1 |
| Deep Reinforcement Learning for Joint Spectrum and Power Allocation in Cellular Networks | Dec 19, 2020 | Deep Reinforcement LearningManagement | CodeCode Available | 1 |
| Multi-Decoder Attention Model with Embedding Glimpse for Solving Vehicle Routing Problems | Dec 19, 2020 | DecoderDeep Reinforcement Learning | CodeCode Available | 1 |
| High-Throughput Synchronous Deep RL | Dec 17, 2020 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 1 |
| BeBold: Exploration Beyond the Boundary of Explored Regions | Dec 15, 2020 | Deep Reinforcement LearningEfficient Exploration | CodeCode Available | 1 |
| Reinforcement Learning for Contact-Rich Tasks: Robotic Peg Insertion Strategies | Dec 14, 2020 | Contact-rich ManipulationDeep Reinforcement Learning | CodeCode Available | 1 |
| An Efficient Asynchronous Method for Integrating Evolutionary and Gradient-based Policy Search | Dec 10, 2020 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Intelligence and Learning in O-RAN for Data-driven NextG Cellular Networks | Dec 2, 2020 | Deep Reinforcement LearningScheduling | CodeCode Available | 1 |
| Learning Multi-Agent Communication through Structured Attentive Reasoning | Dec 1, 2020 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| Language as a Cognitive Tool to Imagine Goals in Curiosity Driven Exploration | Dec 1, 2020 | Deep Reinforcement Learning | CodeCode Available | 1 |
| An End-to-end Deep Reinforcement Learning Approach for the Long-term Short-term Planning on the Frenet Space | Nov 26, 2020 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| Symmetry-Aware Actor-Critic for 3D Molecular Design | Nov 25, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Combining Semantic Guidance and Deep Reinforcement Learning For Generating Human Level Paintings | Nov 25, 2020 | Deep Reinforcement LearningModel-based Reinforcement Learning | CodeCode Available | 1 |
| World Model as a Graph: Learning Latent Landmarks for Planning | Nov 25, 2020 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Revisiting Rainbow: Promoting more Insightful and Inclusive Deep Reinforcement Learning Research | Nov 20, 2020 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 1 |
| TFPnP: Tuning-free Plug-and-Play Proximal Algorithm with Applications to Inverse Imaging Problems | Nov 18, 2020 | compressed sensingDeep Reinforcement Learning | CodeCode Available | 1 |
| Tonic: A Deep Reinforcement Learning Library for Fast Prototyping and Benchmarking | Nov 15, 2020 | Benchmarkingcontinuous-control | CodeCode Available | 1 |
| CDT: Cascading Decision Trees for Explainable Reinforcement Learning | Nov 15, 2020 | Deep Reinforcement LearningExplainable Models | CodeCode Available | 1 |
| SoftGym: Benchmarking Deep Reinforcement Learning for Deformable Object Manipulation | Nov 14, 2020 | BenchmarkingDeep Reinforcement Learning | CodeCode Available | 1 |
| DeepMind Lab2D | Nov 13, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Optimizing Large-Scale Fleet Management on a Road Network using Multi-Agent Deep Reinforcement Learning with Graph Neural Network | Nov 12, 2020 | Deep Reinforcement LearningGraph Neural Network | CodeCode Available | 1 |
| Decentralized Motion Planning for Multi-Robot Navigation using Deep Reinforcement Learning | Nov 11, 2020 | Deep Reinforcement LearningMotion Planning | CodeCode Available | 1 |
| Geometric Deep Reinforcement Learning for Dynamic DAG Scheduling | Nov 9, 2020 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 1 |
| Decentralized Structural-RNN for Robot Crowd Navigation with Deep Reinforcement Learning | Nov 9, 2020 | Deep Reinforcement LearningMotion Planning | CodeCode Available | 1 |
| Drafting in Collectible Card Games via Reinforcement Learning | Nov 7, 2020 | Card GamesDeep Reinforcement Learning | CodeCode Available | 1 |
| Learning Trajectories for Visual-Inertial System Calibration via Model-based Heuristic Deep Reinforcement Learning | Nov 4, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Self-Driving Network and Service Coordination Using Deep Reinforcement Learning | Nov 2, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Implicit Under-Parameterization Inhibits Data-Efficient Deep Reinforcement Learning | Oct 27, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Learning Financial Asset-Specific Trading Rules via Deep Reinforcement Learning | Oct 27, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
