| 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 | 5 |
| A Toolkit for Reliable Benchmarking and Research in Multi-Objective Reinforcement Learning | Sep 26, 2023 | BenchmarkingMulti-Objective Reinforcement Learning | CodeCode Available | 2 | 5 |
| MO-Gym: A Library of Multi-Objective Reinforcement Learning Environments | Nov 30, 2022 | Multi-Objective Reinforcement LearningOpenAI Gym | CodeCode Available | 2 | 5 |
| C-MORL: Multi-Objective Reinforcement Learning through Efficient Discovery of Pareto Front | Oct 3, 2024 | continuous-controlContinuous Control | CodeCode Available | 1 | 5 |
| Scalable Multi-Objective Reinforcement Learning with Fairness Guarantees using Lorenz Dominance | Nov 27, 2024 | FairnessMulti-Objective Reinforcement Learning | CodeCode Available | 1 | 5 |
| Prediction-Guided Multi-Objective Reinforcement Learning for Continuous Robot Control | Jan 1, 2020 | Multi-Objective Reinforcement Learningreinforcement-learning | CodeCode Available | 1 | 5 |
| UCB-driven Utility Function Search for Multi-objective Reinforcement Learning | May 1, 2024 | Decision MakingMuJoCo | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Distributional Pareto-Optimal Multi-Objective Reinforcement Learning | Sep 21, 2023 | Autonomous DrivingMulti-Objective Reinforcement Learning | CodeCode Available | 1 | 5 |
| PD-MORL: Preference-Driven Multi-Objective Reinforcement Learning Algorithm | Aug 16, 2022 | continuous-controlContinuous Control | CodeCode Available | 1 | 5 |
| Personalized Soups: Personalized Large Language Model Alignment via Post-hoc Parameter Merging | Oct 17, 2023 | Language ModelingLanguage Modelling | CodeCode Available | 1 | 5 |
| Scaling Pareto-Efficient Decision Making Via Offline Multi-Objective RL | Apr 30, 2023 | Decision MakingMuJoCo | CodeCode Available | 1 | 5 |
| Multi-Objective Reinforcement Learning for Power Grid Topology Control | Jan 27, 2025 | Multi-Objective Reinforcement Learningreinforcement-learning | CodeCode Available | 1 | 5 |
| Formal Contracts Mitigate Social Dilemmas in Multi-Agent RL | Aug 22, 2022 | ManagementMulti-agent Reinforcement Learning | CodeCode Available | 1 | 5 |
| Promptable Behaviors: Personalizing Multi-Objective Rewards from Human Preferences | Dec 14, 2023 | Multi-Objective Reinforcement LearningRobot Navigation | CodeCode Available | 1 | 5 |
| GMOCAT: A Graph-Enhanced Multi-Objective Method for Computerized Adaptive Testing | Oct 11, 2023 | DiversityGraph Neural Network | CodeCode Available | 1 | 5 |
| On Generalization Across Environments In Multi-Objective Reinforcement Learning | Mar 2, 2025 | Decision MakingMulti-Objective Reinforcement Learning | CodeCode Available | 1 | 5 |
| Optimization of Molecules via Deep Reinforcement Learning | Oct 19, 2018 | Deep Reinforcement LearningMolecular Graph Generation | CodeCode Available | 1 | 5 |
| Lexicographic Multi-Objective Reinforcement Learning | Dec 28, 2022 | Multi-Objective Reinforcement Learningreinforcement-learning | CodeCode Available | 1 | 5 |
| Skill-based Multi-objective Reinforcement Learning of Industrial Robot Tasks with Planning and Knowledge Integration | Mar 18, 2022 | Bayesian OptimizationMulti-Objective Reinforcement Learning | CodeCode Available | 0 | 5 |
| Sample-Efficient Multi-Objective Learning via Generalized Policy Improvement Prioritization | Jan 18, 2023 | Active LearningMulti-Objective Reinforcement Learning | CodeCode Available | 0 | 5 |
| STEMO: Early Spatio-temporal Forecasting with Multi-Objective Reinforcement Learning | Jun 6, 2024 | Multi-Objective Reinforcement Learningreinforcement-learning | CodeCode Available | 0 | 5 |
| Q-Pensieve: Boosting Sample Efficiency of Multi-Objective RL Through Memory Sharing of Q-Snapshots | Dec 6, 2022 | continuous-controlContinuous Control | CodeCode Available | 0 | 5 |
| Dynamic Multi-Reward Weighting for Multi-Style Controllable Generation | Feb 21, 2024 | Multi-Objective Reinforcement LearningReinforcement Learning (RL) | CodeCode Available | 0 | 5 |
| Accommodating Picky Customers: Regret Bound and Exploration Complexity for Multi-Objective Reinforcement Learning | Nov 25, 2020 | Multi-Objective Reinforcement Learningreinforcement-learning | CodeCode Available | 0 | 5 |
| Benchmarking MOEAs for solving continuous multi-objective RL problems | May 19, 2025 | BenchmarkingEvolutionary Algorithms | CodeCode Available | 0 | 5 |
| Predicting optimal value functions by interpolating reward functions in scalarized multi-objective reinforcement learning | Sep 11, 2019 | Autonomous VehiclesMulti-Objective Reinforcement Learning | CodeCode Available | 0 | 5 |
| PSMGD: Periodic Stochastic Multi-Gradient Descent for Fast Multi-Objective Optimization | Dec 14, 2024 | Multi-Objective Reinforcement LearningMulti-Task Learning | CodeCode Available | 0 | 5 |
| Anchor-Changing Regularized Natural Policy Gradient for Multi-Objective Reinforcement Learning | Jun 10, 2022 | FairnessMulti-Objective Reinforcement Learning | CodeCode Available | 0 | 5 |
| Safe and Balanced: A Framework for Constrained Multi-Objective Reinforcement Learning | May 26, 2024 | Multi-Objective Reinforcement Learningreinforcement-learning | CodeCode Available | 0 | 5 |
| Exploring the Impact of Tunable Agents in Sequential Social Dilemmas | Jan 28, 2021 | Multi-Objective Reinforcement Learningreinforcement-learning | CodeCode Available | 0 | 5 |
| A Generalized Algorithm for Multi-Objective Reinforcement Learning and Policy Adaptation | Aug 21, 2019 | Multi-Objective Reinforcement Learningreinforcement-learning | CodeCode Available | 0 | 5 |
| Piecewise-Stationary Multi-Objective Multi-Armed Bandit with Application to Joint Communications and Sensing | Feb 10, 2023 | Change DetectionMulti-Armed Bandits | CodeCode Available | 0 | 5 |
| Multi-objective Reinforcement learning from AI Feedback | Jun 11, 2024 | Language ModelingLanguage Modelling | CodeCode Available | 0 | 5 |
| A Practical Guide to Multi-Objective Reinforcement Learning and Planning | Mar 17, 2021 | Decision MakingMulti-Objective Reinforcement Learning | CodeCode Available | 0 | 5 |
| Navigating Trade-offs: Policy Summarization for Multi-Objective Reinforcement Learning | Nov 7, 2024 | ClusteringMulti-Objective Reinforcement Learning | CodeCode Available | 0 | 5 |
| PMGDA: A Preference-based Multiple Gradient Descent Algorithm | Feb 14, 2024 | Multi-Objective Reinforcement LearningMulti-Task Learning | CodeCode Available | 0 | 5 |
| Divide and Conquer: Provably Unveiling the Pareto Front with Multi-Objective Reinforcement Learning | Feb 11, 2024 | Multi-Objective Reinforcement Learningreinforcement-learning | CodeCode Available | 0 | 5 |
| AdsorbRL: Deep Multi-Objective Reinforcement Learning for Inverse Catalysts Design | Dec 4, 2023 | Deep Reinforcement LearningMulti-Objective Reinforcement Learning | CodeCode Available | 0 | 5 |
| Dynamic Weights in Multi-Objective Deep Reinforcement Learning | Sep 20, 2018 | Deep Reinforcement LearningMulti-Objective Reinforcement Learning | CodeCode Available | 0 | 5 |
| Learning Pareto Set for Multi-Objective Continuous Robot Control | Jun 27, 2024 | Multi-Objective Reinforcement Learning | CodeCode Available | 0 | 5 |
| EMORL: Ensemble Multi-Objective Reinforcement Learning for Efficient and Flexible LLM Fine-Tuning | May 5, 2025 | Ensemble LearningLarge Language Model | CodeCode Available | 0 | 5 |
| Mol-MoE: Training Preference-Guided Routers for Molecule Generation | Feb 8, 2025 | BenchmarkingDrug Design | CodeCode Available | 0 | 5 |
| Deep Multi-Objective Reinforcement Learning for Utility-Based Infrastructural Maintenance Optimization | Jun 10, 2024 | Multi-Objective Reinforcement Learningreinforcement-learning | CodeCode Available | 0 | 5 |
| gTLO: A Generalized and Non-linear Multi-Objective Deep Reinforcement Learning Approach | Apr 11, 2022 | Deep Reinforcement LearningDeep-Sea Treasure, Image version | CodeCode Available | 0 | 5 |
| Active Sampling for MRI-based Sequential Decision Making | May 7, 2025 | Decision MakingDiagnostic | CodeCode Available | 0 | 5 |
| Collision Avoidance Robotics Via Meta-Learning (CARML) | Jul 16, 2020 | Collision AvoidanceMeta-Learning | CodeCode Available | 0 | 5 |
| Inferring Preferences from Demonstrations in Multi-objective Reinforcement Learning | Sep 30, 2024 | Decision MakingMulti-Objective Reinforcement Learning | CodeCode Available | 0 | 5 |
| Multi-Objective Deep Reinforcement Learning | Oct 9, 2016 | Deep Reinforcement LearningMulti-Objective Reinforcement Learning | CodeCode Available | 0 | 5 |
| Policy-regularized Offline Multi-objective Reinforcement Learning | Jan 4, 2024 | Multi-Objective Reinforcement LearningOffline RL | CodeCode Available | 0 | 5 |
