| MO-Gym: A Library of Multi-Objective Reinforcement Learning Environments | Nov 30, 2022 | Multi-Objective Reinforcement LearningOpenAI Gym | CodeCode Available | 2 |
| A Toolkit for Reliable Benchmarking and Research in Multi-Objective Reinforcement Learning | Sep 26, 2023 | BenchmarkingMulti-Objective Reinforcement Learning | CodeCode Available | 2 |
| Stage-Wise Reward Shaping for Acrobatic Robots: A Constrained Multi-Objective Reinforcement Learning Approach | Sep 24, 2024 | Multi-Objective Reinforcement LearningReinforcement Learning (RL) | CodeCode Available | 2 |
| Multi-Objective Reinforcement Learning for Power Grid Topology Control | Jan 27, 2025 | Multi-Objective Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| C-MORL: Multi-Objective Reinforcement Learning through Efficient Discovery of Pareto Front | Oct 3, 2024 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Promptable Behaviors: Personalizing Multi-Objective Rewards from Human Preferences | Dec 14, 2023 | Multi-Objective Reinforcement LearningRobot Navigation | CodeCode Available | 1 |
| Formal Contracts Mitigate Social Dilemmas in Multi-Agent RL | Aug 22, 2022 | ManagementMulti-agent Reinforcement Learning | CodeCode Available | 1 |
| Scaling Pareto-Efficient Decision Making Via Offline Multi-Objective RL | Apr 30, 2023 | Decision MakingMuJoCo | CodeCode Available | 1 |
| UCB-driven Utility Function Search for Multi-objective Reinforcement Learning | May 1, 2024 | Decision MakingMuJoCo | CodeCode Available | 1 |
| Distributional Pareto-Optimal Multi-Objective Reinforcement Learning | Sep 21, 2023 | Autonomous DrivingMulti-Objective Reinforcement Learning | CodeCode Available | 1 |
| GMOCAT: A Graph-Enhanced Multi-Objective Method for Computerized Adaptive Testing | Oct 11, 2023 | DiversityGraph Neural Network | CodeCode Available | 1 |
| PD-MORL: Preference-Driven Multi-Objective Reinforcement Learning Algorithm | Aug 16, 2022 | continuous-controlContinuous Control | CodeCode Available | 1 |
| On Generalization Across Environments In Multi-Objective Reinforcement Learning | Mar 2, 2025 | Decision MakingMulti-Objective Reinforcement Learning | CodeCode Available | 1 |
| Prediction-Guided Multi-Objective Reinforcement Learning for Continuous Robot Control | Jan 1, 2020 | Multi-Objective Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Lexicographic Multi-Objective Reinforcement Learning | Dec 28, 2022 | Multi-Objective Reinforcement Learningreinforcement-learning | CodeCode Available | 1 |
| Optimization of Molecules via Deep Reinforcement Learning | Oct 19, 2018 | Deep Reinforcement LearningMolecular Graph Generation | CodeCode Available | 1 |
| Personalized Soups: Personalized Large Language Model Alignment via Post-hoc Parameter Merging | Oct 17, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Scalable Multi-Objective Reinforcement Learning with Fairness Guarantees using Lorenz Dominance | Nov 27, 2024 | FairnessMulti-Objective Reinforcement Learning | CodeCode Available | 1 |
| A Review of the Deep Sea Treasure problem as a Multi-Objective Reinforcement Learning Benchmark | Oct 13, 2021 | Multi-Objective Reinforcement Learning | CodeCode Available | 1 |
| Multi-Objective Deep Reinforcement Learning for Optimisation in Autonomous Systems | Aug 2, 2024 | Deep Reinforcement LearningMulti-Objective Reinforcement Learning | —Unverified | 0 |
| A Multiobjective Reinforcement Learning Framework for Microgrid Energy Management | Jul 17, 2023 | energy managementManagement | —Unverified | 0 |
| Joint Optimization of Multi-Objective Reinforcement Learning with Policy Gradient Based Algorithm | May 28, 2021 | Multi-Objective Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Behaviour-Diverse Automatic Penetration Testing: A Curiosity-Driven Multi-Objective Deep Reinforcement Learning Approach | Feb 22, 2022 | Deep Reinforcement LearningMulti-Objective Reinforcement Learning | —Unverified | 0 |
| Addressing the issue of stochastic environments and local decision-making in multi-objective reinforcement learning | Nov 16, 2022 | Decision MakingMulti-Objective Reinforcement Learning | —Unverified | 0 |
| Automating Staged Rollout with Reinforcement Learning | Apr 1, 2022 | Multi-Objective Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| A Multi-Objective Deep Reinforcement Learning Framework | Mar 8, 2018 | Deep Reinforcement LearningMulti-Objective Reinforcement Learning | —Unverified | 0 |
| Bone Soups: A Seek-and-Soup Model Merging Approach for Controllable Multi-Objective Generation | Feb 15, 2025 | Multi-Objective Reinforcement Learning | —Unverified | 0 |
| Choosing the Best of Both Worlds: Diverse and Novel Recommendations through Multi-Objective Reinforcement Learning | Oct 28, 2021 | DiversityMulti-Objective Reinforcement Learning | —Unverified | 0 |
| Closing the Intent-to-Behavior Gap via Fulfillment Priority Logic | Mar 4, 2025 | continuous-controlContinuous Control | —Unverified | 0 |
| Exploring the Pareto front of multi-objective COVID-19 mitigation policies using reinforcement learning | Apr 11, 2022 | Decision MakingMulti-Objective Reinforcement Learning | —Unverified | 0 |
| A Meta-Learning Approach for Multi-Objective Reinforcement Learning in Sustainable Home Environments | Jul 16, 2024 | energy managementMeta-Learning | —Unverified | 0 |
| Intrinsically Motivated Hierarchical Policy Learning in Multi-objective Markov Decision Processes | Aug 18, 2023 | Decision MakingMulti-Objective Reinforcement Learning | —Unverified | 0 |
| Large Language Models as Efficient Reward Function Searchers for Custom-Environment Multi-Objective Reinforcement Learning | Sep 4, 2024 | Long-Context UnderstandingMulti-Objective Reinforcement Learning | —Unverified | 0 |
| Adaptive Alignment: Dynamic Preference Adjustments via Multi-Objective Reinforcement Learning for Pluralistic AI | Oct 31, 2024 | Multi-Objective Reinforcement Learning | —Unverified | 0 |
| A Robust Policy Bootstrapping Algorithm for Multi-objective Reinforcement Learning in Non-stationary Environments | Aug 18, 2023 | Decision MakingMulti-Objective Reinforcement Learning | —Unverified | 0 |
| Inferring Preferences from Demonstrations in Multi-Objective Residential Energy Management | Jan 15, 2024 | Decision Makingenergy management | —Unverified | 0 |
| Human-in-the-Loop Policy Optimization for Preference-Based Multi-Objective Reinforcement Learning | Jan 4, 2024 | Decision MakingManagement | —Unverified | 0 |
| Aerial Reliable Collaborative Communications for Terrestrial Mobile Users via Evolutionary Multi-Objective Deep Reinforcement Learning | Feb 9, 2025 | Deep Reinforcement LearningMulti-Objective Reinforcement Learning | —Unverified | 0 |
| Dynamic Preference Multi-Objective Reinforcement Learning for Internet Network Management | Jun 16, 2025 | ManagementMulti-Objective Reinforcement Learning | —Unverified | 0 |
| Human-Centric Aware UAV Trajectory Planning in Search and Rescue Missions Employing Multi-Objective Reinforcement Learning with AHP and Similarity-Based Experience Replay | Feb 28, 2024 | Multi-Objective Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Inferring Preferences from Demonstrations in Multi-objective Reinforcement Learning: A Dynamic Weight-based Approach | Apr 27, 2023 | Decision MakingMulti-Objective Reinforcement Learning | —Unverified | 0 |
| Elixir: A system to enhance data quality for multiple analytics on a video stream | Dec 8, 2022 | Multi-Objective Reinforcement Learning | —Unverified | 0 |
| Enhancing Robotic Navigation: An Evaluation of Single and Multi-Objective Reinforcement Learning Strategies | Dec 13, 2023 | Multi-Objective Reinforcement LearningNavigate | —Unverified | 0 |
| Evolutionary Multi-Objective Reinforcement Learning Based Trajectory Control and Task Offloading in UAV-Assisted Mobile Edge Computing | Feb 24, 2022 | Edge-computingMulti-Objective Reinforcement Learning | —Unverified | 0 |
| Expected Scalarised Returns Dominance: A New Solution Concept for Multi-Objective Decision Making | Jun 2, 2021 | Decision MakingMulti-Objective Reinforcement Learning | —Unverified | 0 |
| A Scale-Independent Multi-Objective Reinforcement Learning with Convergence Analysis | Feb 8, 2023 | Decision MakingMulti-Objective Reinforcement Learning | —Unverified | 0 |
| In Search for Architectures and Loss Functions in Multi-Objective Reinforcement Learning | Jul 23, 2024 | Multi-Objective Reinforcement LearningQ-Learning | —Unverified | 0 |
| FairDICE: Fairness-Driven Offline Multi-Objective Reinforcement Learning | Jun 9, 2025 | FairnessMulti-Objective Reinforcement Learning | —Unverified | 0 |
| Theoretical Study of Conflict-Avoidant Multi-Objective Reinforcement Learning | May 25, 2024 | Multi-Objective Reinforcement Learningreinforcement-learning | —Unverified | 0 |
| Dynamic Bicycle Dispatching of Dockless Public Bicycle-sharing Systems using Multi-objective Reinforcement Learning | Jan 19, 2021 | Multi-Objective Reinforcement LearningReinforcement Learning (RL) | —Unverified | 0 |
