| Fast Adaptive Task Offloading in Edge Computing based on Meta Reinforcement Learning | Aug 5, 2020 | Deep Reinforcement LearningEdge-computing | CodeCode Available | 1 |
| Federated Deep Reinforcement Learning for the Distributed Control of NextG Wireless Networks | Dec 7, 2021 | Autonomous VehiclesDeep Reinforcement Learning | CodeCode Available | 1 |
| Benchmarking Reinforcement Learning Techniques for Autonomous Navigation | Oct 10, 2022 | Autonomous NavigationBenchmarking | CodeCode Available | 1 |
| Boosting Soft Actor-Critic: Emphasizing Recent Experience without Forgetting the Past | Jun 10, 2019 | Deep Reinforcement LearningMuJoCo | CodeCode Available | 1 |
| BeBold: Exploration Beyond the Boundary of Explored Regions | Dec 15, 2020 | Deep Reinforcement LearningEfficient Exploration | CodeCode Available | 1 |
| Fleet Rebalancing for Expanding Shared e-Mobility Systems: A Multi-agent Deep Reinforcement Learning Approach | Nov 11, 2022 | Deep Reinforcement LearningMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| A Deep Reinforcement Learning Framework for the Financial Portfolio Management Problem | Jun 30, 2017 | Deep Reinforcement LearningManagement | CodeCode Available | 1 |
| Benchmarking Actor-Critic Deep Reinforcement Learning Algorithms for Robotics Control with Action Constraints | Apr 18, 2023 | BenchmarkingDeep Reinforcement Learning | CodeCode Available | 1 |
| FootstepNet: an Efficient Actor-Critic Method for Fast On-line Bipedal Footstep Planning and Forecasting | Mar 19, 2024 | Deep Reinforcement LearningNavigate | CodeCode Available | 1 |
| Forgetful Experience Replay in Hierarchical Reinforcement Learning from Demonstrations | Jun 17, 2020 | Deep Reinforcement LearningHierarchical Reinforcement Learning | CodeCode Available | 1 |
| AI-Generated Incentive Mechanism and Full-Duplex Semantic Communications for Information Sharing | Mar 3, 2023 | Deep Reinforcement LearningMixed Reality | CodeCode Available | 1 |
| Functional Regularization for Reinforcement Learning via Learned Fourier Features | Dec 6, 2021 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| GANav: Efficient Terrain Segmentation for Robot Navigation in Unstructured Outdoor Environments | Mar 7, 2021 | Deep Reinforcement LearningRobot Navigation | CodeCode Available | 1 |
| GATES: Cost-aware Dynamic Workflow Scheduling via Graph Attention Networks and Evolution Strategy | May 18, 2025 | Cloud ComputingDeep Reinforcement Learning | CodeCode Available | 1 |
| Balsa: Learning a Query Optimizer Without Expert Demonstrations | Jan 5, 2022 | Deep Reinforcement Learning | CodeCode Available | 1 |
| The Animal-AI Environment: A Virtual Laboratory For Comparative Cognition and Artificial Intelligence Research | Dec 18, 2023 | Deep Reinforcement Learning | CodeCode Available | 1 |
| Goal-Guided Transformer-Enabled Reinforcement Learning for Efficient Autonomous Navigation | Jan 1, 2023 | Autonomous NavigationDecision Making | CodeCode Available | 1 |
| Gradient Surgery for Multi-Task Learning | Jan 19, 2020 | Deep Reinforcement Learningimage-classification | CodeCode Available | 1 |
| A Comparative Study of Deep Reinforcement Learning Models: DQN vs PPO vs A2C | Jul 19, 2024 | Deep Reinforcement Learning | CodeCode Available | 1 |
| Graph Convolution-Based Deep Reinforcement Learning for Multi-Agent Decision-Making in Mixed Traffic Environments | Jan 30, 2022 | Autonomous VehiclesDecision Making | CodeCode Available | 1 |
| Beacon, a lightweight deep reinforcement learning benchmark library for flow control | Feb 27, 2024 | BenchmarkingCPU | CodeCode Available | 1 |
| Guided Exploration with Proximal Policy Optimization using a Single Demonstration | Jul 7, 2020 | Deep Reinforcement Learning | CodeCode Available | 1 |
| Hand-Object Interaction Controller (HOIC): Deep Reinforcement Learning for Reconstructing Interactions with Physics | May 4, 2024 | Deep Reinforcement LearningObject | CodeCode Available | 1 |
| Benchmarking Batch Deep Reinforcement Learning Algorithms | Oct 3, 2019 | BenchmarkingDeep Reinforcement Learning | CodeCode Available | 1 |
| Hierarchical Framework for Interpretable and Probabilistic Model-Based Safe Reinforcement Learning | Oct 28, 2023 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| Hierarchical Needs-driven Agent Learning Systems: From Deep Reinforcement Learning To Diverse Strategies | Feb 25, 2023 | Deep Reinforcement Learning | CodeCode Available | 1 |
| Hieros: Hierarchical Imagination on Structured State Space Sequence World Models | Oct 8, 2023 | Deep Reinforcement Learning | CodeCode Available | 1 |
| High Performance on Atari Games Using Perceptual Control Architecture Without Training | Oct 8, 2022 | Deep Reinforcement Learning | CodeCode Available | 1 |
| AllenAct: A Framework for Embodied AI Research | Aug 28, 2020 | Deep Reinforcement LearningEmbodied Question Answering | CodeCode Available | 1 |
| Hologram Reasoning for Solving Algebra Problems with Geometry Diagrams | Aug 20, 2024 | Deep Reinforcement LearningModel Selection | CodeCode Available | 1 |
| An experimental evaluation of Deep Reinforcement Learning algorithms for HVAC control | Jan 11, 2024 | Deep Reinforcement LearningIncremental Learning | CodeCode Available | 1 |
| HyperDQN: A Randomized Exploration Method for Deep Reinforcement Learning | Sep 29, 2021 | Deep Reinforcement LearningEfficient Exploration | CodeCode Available | 1 |
| Co-Adaptation of Algorithmic and Implementational Innovations in Inference-based Deep Reinforcement Learning | Mar 31, 2021 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Image Augmentation Is All You Need: Regularizing Deep Reinforcement Learning from Pixels | Apr 28, 2020 | AllAtari Games 100k | CodeCode Available | 1 |
| A Competition Winning Deep Reinforcement Learning Agent in microRTS | Feb 12, 2024 | Deep Reinforcement LearningImitation Learning | CodeCode Available | 1 |
| Implicit Under-Parameterization Inhibits Data-Efficient Deep Reinforcement Learning | Oct 27, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Improving Computational Efficiency in Visual Reinforcement Learning via Stored Embeddings | Mar 4, 2021 | Atari GamesComputational Efficiency | CodeCode Available | 1 |
| Improving Generalization in Reinforcement Learning with Mixture Regularization | Oct 21, 2020 | Data AugmentationDeep Reinforcement Learning | CodeCode Available | 1 |
| Integrating Saliency Ranking and Reinforcement Learning for Enhanced Object Detection | Aug 13, 2024 | Deep Reinforcement LearningObject | CodeCode Available | 1 |
| Intelligence and Learning in O-RAN for Data-driven NextG Cellular Networks | Dec 2, 2020 | Deep Reinforcement LearningScheduling | CodeCode Available | 1 |
| Intelligent Reflecting Surface Configurations for Smart Radio Using Deep Reinforcement Learning | May 11, 2022 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Intelligent Resource Allocation in Joint Radar-Communication With Graph Neural Networks | Oct 17, 2022 | Autonomous DrivingAutonomous Vehicles | CodeCode Available | 1 |
| A Comprehensive Survey on Self-Interpretable Neural Networks | Jan 26, 2025 | Deep Reinforcement LearningSurvey | CodeCode Available | 1 |
| Interpretable and Editable Programmatic Tree Policies for Reinforcement Learning | May 23, 2024 | Atari GamesDeep Reinforcement Learning | 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 |
| INViT: A Generalizable Routing Problem Solver with Invariant Nested View Transformer | Feb 4, 2024 | Deep Reinforcement Learning | CodeCode Available | 1 |
| Bridging Imagination and Reality for Model-Based Deep Reinforcement Learning | Oct 23, 2020 | Deep Reinforcement LearningModel-based Reinforcement Learning | CodeCode Available | 1 |
| Lane Change Decision-Making through Deep Reinforcement Learning | Dec 24, 2021 | Autonomous DrivingDecision Making | CodeCode Available | 1 |
| Language as a Cognitive Tool to Imagine Goals in Curiosity Driven Exploration | Dec 1, 2020 | Deep Reinforcement Learning | CodeCode Available | 1 |
| AutoPhase: Compiler Phase-Ordering for High Level Synthesis with Deep Reinforcement Learning | Jan 15, 2019 | Deep Reinforcement LearningHigh-Level Synthesis | CodeCode Available | 1 |
