| Formally Verifying Deep Reinforcement Learning Controllers with Lyapunov Barrier Certificates | May 22, 2024 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Hindsight-DICE: Stable Credit Assignment for Deep Reinforcement Learning | Jul 21, 2023 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 0 |
| Probabilistic Perspectives on Error Minimization in Adversarial Reinforcement Learning | Jun 7, 2024 | counterfactualDeep Reinforcement Learning | CodeCode Available | 0 |
| Hindsight Value Function for Variance Reduction in Stochastic Dynamic Environment | Jul 26, 2021 | Deep Reinforcement LearningPolicy Gradient Methods | CodeCode Available | 0 |
| Breaking the Barrier: Enhanced Utility and Robustness in Smoothed DRL Agents | Jun 26, 2024 | AttributeDeep Reinforcement Learning | CodeCode Available | 0 |
| STL-Based Synthesis of Feedback Controllers Using Reinforcement Learning | Dec 2, 2022 | continuous-controlContinuous Control | CodeCode Available | 0 |
| HOList: An Environment for Machine Learning of Higher-Order Theorem Proving | Apr 5, 2019 | Automated Theorem ProvingBIG-bench Machine Learning | CodeCode Available | 0 |
| A novel policy for pre-trained Deep Reinforcement Learning for Speech Emotion Recognition | Jan 4, 2021 | Cross-corpusDeep Reinforcement Learning | CodeCode Available | 0 |
| ForestProtector: An IoT Architecture Integrating Machine Vision and Deep Reinforcement Learning for Efficient Wildfire Monitoring | Jan 17, 2025 | Deep Reinforcement LearningFire Detection | CodeCode Available | 0 |
| SAFE-RL: Saliency-Aware Counterfactual Explainer for Deep Reinforcement Learning Policies | Apr 28, 2024 | counterfactualDeep Reinforcement Learning | CodeCode Available | 0 |
| Modular Deep Reinforcement Learning for Continuous Motion Planning with Temporal Logic | Feb 24, 2021 | Deep Reinforcement LearningMotion Planning | CodeCode Available | 0 |
| Modular Deep Reinforcement Learning with Temporal Logic Specifications | Sep 23, 2019 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Modular Multi-Objective Deep Reinforcement Learning with Decision Values | Apr 21, 2017 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Modular Multitask Reinforcement Learning with Policy Sketches | Nov 6, 2016 | continuous-controlContinuous Control | CodeCode Available | 0 |
| How Many Random Seeds? Statistical Power Analysis in Deep Reinforcement Learning Experiments | Jun 21, 2018 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Cross-View Policy Learning for Street Navigation | Jun 13, 2019 | Deep Reinforcement LearningNavigate | CodeCode Available | 0 |
| SafeRoute: Learning to Navigate Streets Safely in an Urban Environment | Nov 3, 2018 | Deep Reinforcement LearningNavigate | CodeCode Available | 0 |
| Molecular De Novo Design through Deep Reinforcement Learning | Apr 25, 2017 | Activity PredictionDeep Reinforcement Learning | CodeCode Available | 0 |
| How to Control Hydrodynamic Force on Fluidic Pinball via Deep Reinforcement Learning | Apr 23, 2023 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 0 |
| Unraveling the Rainbow: can value-based methods schedule? | May 6, 2025 | Atari GamesCombinatorial Optimization | CodeCode Available | 0 |
| Bootstrap State Representation using Style Transfer for Better Generalization in Deep Reinforcement Learning | Jul 15, 2022 | Data AugmentationDeep Reinforcement Learning | CodeCode Available | 0 |
| Deep Reinforcement Learning of Marked Temporal Point Processes | May 23, 2018 | Deep Reinforcement LearningMarketing | CodeCode Available | 0 |
| How to Evaluate Machine Learning Approaches for Combinatorial Optimization: Application to the Travelling Salesman Problem | Sep 28, 2019 | BIG-bench Machine LearningCombinatorial Optimization | CodeCode Available | 0 |
| How to Make Deep RL Work in Practice | Oct 25, 2020 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Stochastic Latent Actor-Critic: Deep Reinforcement Learning with a Latent Variable Model | Jul 1, 2019 | continuous-controlContinuous Control | CodeCode Available | 0 |
| How to Sense the World: Leveraging Hierarchy in Multimodal Perception for Robust Reinforcement Learning Agents | Oct 7, 2021 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 0 |
| Neural-encoding Human Experts' Domain Knowledge to Warm Start Reinforcement Learning | Feb 15, 2019 | Deep Reinforcement LearningImitation Learning | CodeCode Available | 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 |
| Stochastic Neural Networks for Hierarchical Reinforcement Learning | Apr 10, 2017 | Deep Reinforcement LearningHierarchical Reinforcement Learning | CodeCode Available | 0 |
| Flight Controller Synthesis Via Deep Reinforcement Learning | Sep 14, 2019 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 0 |
| Propagation Networks for Model-Based Control Under Partial Observation | Sep 28, 2018 | Deep Reinforcement LearningReinforcement Learning | CodeCode Available | 0 |
| Quantum enhancements for deep reinforcement learning in large spaces | Oct 28, 2019 | BIG-bench Machine LearningDecision Making | CodeCode Available | 0 |
| Flexible Option Learning | Dec 6, 2021 | Deep Reinforcement LearningHierarchical Reinforcement Learning | CodeCode Available | 0 |
| Motion Planning Among Dynamic, Decision-Making Agents with Deep Reinforcement Learning | May 4, 2018 | Collision AvoidanceDecision Making | CodeCode Available | 0 |
| SAGE: Generating Symbolic Goals for Myopic Models in Deep Reinforcement Learning | Mar 9, 2022 | Deep Reinforcement LearningMinecraft | CodeCode Available | 0 |
| Human level control through deep reinforcement learning | Feb 25, 2015 | Atari GamesDeep Reinforcement Learning | CodeCode Available | 0 |
| Human-Level Control without Server-Grade Hardware | Nov 1, 2021 | Cloud ComputingCPU | CodeCode Available | 0 |
| ProSky: NEAT Meets NOMA-mmWave in the Sky of 6G | Oct 13, 2022 | Deep Reinforcement Learning | CodeCode Available | 0 |
| HumanLight: Incentivizing Ridesharing via Human-centric Deep Reinforcement Learning in Traffic Signal Control | Apr 5, 2023 | Deep Reinforcement LearningTraffic Signal Control | CodeCode Available | 0 |
| Prosocial learning agents solve generalized Stag Hunts better than selfish ones | Sep 8, 2017 | Deep Reinforcement LearningMulti-agent Reinforcement Learning | CodeCode Available | 0 |
| Skynet: A Top Deep RL Agent in the Inaugural Pommerman Team Competition | Apr 20, 2019 | Deep Reinforcement LearningReinforcement Learning | CodeCode Available | 0 |
| Adaptive PD Control using Deep Reinforcement Learning for Local-Remote Teleoperation with Stochastic Time Delays | May 26, 2023 | Deep Reinforcement LearningModel-based Reinforcement Learning | CodeCode Available | 0 |
| Weak Human Preference Supervision For Deep Reinforcement Learning | Jul 25, 2020 | Deep Reinforcement LearningMuJoCo | CodeCode Available | 0 |
| Human-Readable Programs as Actors of Reinforcement Learning Agents Using Critic-Moderated Evolution | Oct 29, 2024 | Deep Reinforcement Learning | CodeCode Available | 0 |
| Adaptive Ordered Information Extraction with Deep Reinforcement Learning | Jun 19, 2023 | Deep Reinforcement LearningEvent Extraction | CodeCode Available | 0 |
| ProtoX: Explaining a Reinforcement Learning Agent via Prototyping | Nov 6, 2022 | Contrastive LearningDeep Reinforcement Learning | CodeCode Available | 0 |
| Deep reinforcement learning in World-Earth system models to discover sustainable management strategies | Aug 15, 2019 | Deep Reinforcement LearningManagement | CodeCode Available | 0 |
| Sample Dropout: A Simple yet Effective Variance Reduction Technique in Deep Policy Optimization | Feb 5, 2023 | Deep Reinforcement LearningMuJoCo | CodeCode Available | 0 |
| Deep Reinforcement Learning in Quantitative Algorithmic Trading: A Review | May 31, 2021 | Algorithmic TradingDeep Reinforcement Learning | CodeCode Available | 0 |
