| Aeolus Ocean -- A simulation environment for the autonomous COLREG-compliant navigation of Unmanned Surface Vehicles using Deep Reinforcement Learning and Maritime Object Detection | Jul 13, 2023 | Deep Reinforcement LearningNavigate | CodeCode Available | 0 |
| Blood Glucose Level Prediction in Type 1 Diabetes Using Machine Learning | Jan 30, 2025 | Deep Reinforcement LearningManagement | CodeCode Available | 0 |
| FLARE: Fingerprinting Deep Reinforcement Learning Agents using Universal Adversarial Masks | Jul 27, 2023 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 0 |
| WaveCorr: Correlation-savvy Deep Reinforcement Learning for Portfolio Management | Sep 14, 2021 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 0 |
| Flappy Hummingbird: An Open Source Dynamic Simulation of Flapping Wing Robots and Animals | Feb 25, 2019 | Deep Reinforcement LearningOpenAI Gym | CodeCode Available | 0 |
| Deep Reinforcement Learning in Large Discrete Action Spaces | Dec 24, 2015 | Deep Reinforcement LearningRecommendation Systems | CodeCode Available | 0 |
| Proximal Curriculum with Task Correlations for Deep Reinforcement Learning | May 3, 2024 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Black box meta-learning intrinsic rewards for sparse-reward environments | Jul 31, 2024 | continuous-controlContinuous Control | CodeCode Available | 0 |
| Strategic Dialogue Management via Deep Reinforcement Learning | Nov 25, 2015 | Deep Reinforcement LearningDialogue Management | CodeCode Available | 0 |
| Unsupervised Representation Learning in Deep Reinforcement Learning: A Review | Aug 27, 2022 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Fire Burns, Sword Cuts: Commonsense Inductive Bias for Exploration in Text-based Games | May 1, 2022 | Deep Reinforcement LearningEfficient Exploration | CodeCode Available | 0 |
| Multi-Agent Connected Autonomous Driving using Deep Reinforcement Learning | Nov 11, 2019 | Autonomous DrivingDeep Reinforcement Learning | CodeCode Available | 0 |
| Financial Trading as a Game: A Deep Reinforcement Learning Approach | Jul 8, 2018 | Deep Reinforcement Learningreinforcement-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 |
| Sample-Efficient Deep Reinforcement Learning via Episodic Backward Update | May 31, 2018 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Proximal Policy Optimization with Mixed Distributed Training | Jul 15, 2019 | Deep Reinforcement LearningReinforcement Learning | CodeCode Available | 0 |
| Unsupervised Video Object Segmentation for Deep Reinforcement Learning | May 20, 2018 | Atari GamesDecision Making | CodeCode Available | 0 |
| Adaptively Calibrated Critic Estimates for Deep Reinforcement Learning | Nov 24, 2021 | continuous-controlContinuous Control | CodeCode Available | 0 |
| Bridging the Gap Between Target Networks and Functional Regularization | Jun 4, 2021 | Deep Reinforcement LearningQ-Learning | CodeCode Available | 0 |
| DRED: Zero-Shot Transfer in Reinforcement Learning via Data-Regularised Environment Design | Feb 5, 2024 | Deep Reinforcement LearningReinforcement Learning (RL) | CodeCode Available | 0 |
| Multi-agent deep reinforcement learning based real-time planning approach for responsive customized bus routes | Dec 14, 2023 | DecoderDeep Reinforcement Learning | CodeCode Available | 0 |
| Fighter Jet Navigation and Combat using Deep Reinforcement Learning with Explainable AI | Feb 19, 2025 | counterfactualDecision Making | CodeCode Available | 0 |
| Pseudo-Rehearsal: Achieving Deep Reinforcement Learning without Catastrophic Forgetting | Dec 6, 2018 | Atari GamesContinual Learning | CodeCode Available | 0 |
| Multi-Agent Deep Reinforcement Learning for Dynamic Power Allocation in Wireless Networks | Aug 1, 2018 | Deep Reinforcement LearningQ-Learning | CodeCode Available | 0 |
| Psychlab: A Psychology Laboratory for Deep Reinforcement Learning Agents | Jan 24, 2018 | Change DetectionDeep Reinforcement Learning | CodeCode Available | 0 |
| Benchmarking Perturbation-based Saliency Maps for Explaining Atari Agents | Jan 18, 2021 | Atari GamesBenchmarking | CodeCode Available | 0 |
| Illuminating Generalization in Deep Reinforcement Learning through Procedural Level Generation | Jun 28, 2018 | ClusteringDeep Reinforcement Learning | CodeCode Available | 0 |
| An Optical Control Environment for Benchmarking Reinforcement Learning Algorithms | Mar 23, 2022 | BenchmarkingDeep Reinforcement Learning | CodeCode Available | 0 |
| FGeo-DRL: Deductive Reasoning for Geometric Problems through Deep Reinforcement Learning | Feb 14, 2024 | AI AgentDeep Reinforcement Learning | CodeCode Available | 0 |
| Behavior-Guided Actor-Critic: Improving Exploration via Learning Policy Behavior Representation for Deep Reinforcement Learning | Apr 9, 2021 | Deep Reinforcement LearningEfficient Exploration | CodeCode Available | 0 |
| Image-based Guidance of Autonomous Aircraft for Wildfire Surveillance and Prediction | Oct 4, 2018 | Deep Reinforcement LearningNavigate | CodeCode Available | 0 |
| TreeQN and ATreeC: Differentiable Tree-Structured Models for Deep Reinforcement Learning | Oct 31, 2017 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 0 |
| Beating the World's Best at Super Smash Bros. with Deep Reinforcement Learning | Feb 21, 2017 | Atari GamesBoard Games | CodeCode Available | 0 |
| Adaptive Data Exploitation in Deep Reinforcement Learning | Jan 22, 2025 | Computational EfficiencyDeep Reinforcement Learning | CodeCode Available | 0 |
| Imagination-Augmented Agents for Deep Reinforcement Learning | Jul 19, 2017 | Deep Reinforcement LearningModel-based Reinforcement Learning | CodeCode Available | 0 |
| Beating Atari with Natural Language Guided Reinforcement Learning | Apr 18, 2017 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 0 |
| A nonlinear hidden layer enables actor-critic agents to learn multiple paired association navigation | Jun 25, 2021 | Deep Reinforcement LearningNavigate | CodeCode Available | 0 |
| Imitation from Observation: Learning to Imitate Behaviors from Raw Video via Context Translation | Jul 11, 2017 | Deep Reinforcement LearningImitation Learning | CodeCode Available | 0 |
| Advanced deep-reinforcement-learning methods for flow control: group-invariant and positional-encoding networks improve learning speed and quality | Jul 25, 2024 | Deep Reinforcement LearningMulti-agent Reinforcement Learning | CodeCode Available | 0 |
| Multi-Agent Deep Reinforcement Learning for Large-scale Traffic Signal Control | Mar 11, 2019 | Deep Reinforcement LearningQ-Learning | CodeCode Available | 0 |
| Structured Control Nets for Deep Reinforcement Learning | Feb 22, 2018 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 0 |
| TripleTree: A Versatile Interpretable Representation of Black Box Agents and their Environments | Sep 10, 2020 | Deep Reinforcement LearningExplainable artificial intelligence | CodeCode Available | 0 |
| Deep Reinforcement Learning in Continuous Action Spaces: a Case Study in the Game of Simulated Curling | Jul 1, 2018 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| FedSlate:A Federated Deep Reinforcement Learning Recommender System | Sep 23, 2024 | Deep Reinforcement LearningFederated Learning | CodeCode Available | 0 |
| FedMRL: Data Heterogeneity Aware Federated Multi-agent Deep Reinforcement Learning for Medical Imaging | Jul 8, 2024 | Deep Reinforcement LearningFairness | CodeCode Available | 0 |
| Crafting a Toolchain for Image Restoration by Deep Reinforcement Learning | Apr 10, 2018 | Deep Reinforcement LearningImage Restoration | CodeCode Available | 0 |
| Unveiling the Decision-Making Process in Reinforcement Learning with Genetic Programming | Jul 20, 2024 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 0 |
| AdsorbRL: Deep Multi-Objective Reinforcement Learning for Inverse Catalysts Design | Dec 4, 2023 | Deep Reinforcement LearningMulti-Objective Reinforcement Learning | CodeCode Available | 0 |
| Implementing the Deep Q-Network | Nov 20, 2017 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 0 |
| Towards a more efficient computation of individual attribute and policy contribution for post-hoc explanation of cooperative multi-agent systems using Myerson values | Dec 6, 2022 | AttributeDeep Reinforcement Learning | CodeCode Available | 0 |
