| Hybrid Multi-agent Deep Reinforcement Learning for Autonomous Mobility on Demand Systems | Dec 14, 2022 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 | 5 |
| Extracting Reward Functions from Diffusion Models | Jun 1, 2023 | Decision MakingImage Generation | CodeCode Available | 1 | 5 |
| Comparing Exploration-Exploitation Strategies of LLMs and Humans: Insights from Standard Multi-armed Bandit Tasks | May 15, 2025 | Decision MakingDecision Making Under Uncertainty | CodeCode Available | 1 | 5 |
| ContainerGym: A Real-World Reinforcement Learning Benchmark for Resource Allocation | Jul 6, 2023 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 | 5 |
| Efficient Symptom Inquiring and Diagnosis via Adaptive Alignment of Reinforcement Learning and Classification | Dec 1, 2021 | Decision MakingDiagnostic | 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 |
| Free from Bellman Completeness: Trajectory Stitching via Model-based Return-conditioned Supervised Learning | Oct 30, 2023 | Decision MakingOffline RL | CodeCode Available | 1 | 5 |
| Premier-TACO is a Few-Shot Policy Learner: Pretraining Multitask Representation via Temporal Action-Driven Contrastive Loss | Feb 9, 2024 | Computational Efficiencycontinuous-control | CodeCode Available | 1 | 5 |
| Pursuing Overall Welfare in Federated Learning through Sequential Decision Making | May 31, 2024 | Decision MakingFairness | CodeCode Available | 1 | 5 |
| Curriculum-based Reinforcement Learning for Distribution System Critical Load Restoration | Mar 8, 2022 | Decision Makingreinforcement-learning | CodeCode Available | 1 | 5 |
| DataEnvGym: Data Generation Agents in Teacher Environments with Student Feedback | Oct 8, 2024 | MathSequential Decision Making | CodeCode Available | 1 | 5 |
| Independent Reinforcement Learning for Weakly Cooperative Multiagent Traffic Control Problem | Apr 22, 2021 | Decision Makingreinforcement-learning | CodeCode Available | 1 | 5 |
| Dynamic Causal Bayesian Optimization | Oct 26, 2021 | Bayesian OptimizationCausal Inference | CodeCode Available | 1 | 5 |
| Does the Markov Decision Process Fit the Data: Testing for the Markov Property in Sequential Decision Making | Feb 5, 2020 | Decision Makingreinforcement-learning | CodeCode Available | 1 | 5 |
| Deep Reinforcement Learning for Entity Alignment | Mar 7, 2022 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 | 5 |
| Dynamic Multi-Robot Task Allocation under Uncertainty and Temporal Constraints | May 27, 2020 | Decision MakingDecision Making Under Uncertainty | CodeCode Available | 1 | 5 |
| Decision Stacks: Flexible Reinforcement Learning via Modular Generative Models | Jun 9, 2023 | Decision Makingreinforcement-learning | CodeCode Available | 1 | 5 |
| Deep Reinforcement Learning based Recommendation with Explicit User-Item Interactions Modeling | Oct 29, 2018 | Collaborative FilteringDecision Making | CodeCode Available | 1 | 5 |
| An empirical evaluation of active inference in multi-armed bandits | Jan 21, 2021 | BIG-bench Machine LearningDecision Making | CodeCode Available | 1 | 5 |
| Approximate Inference in Discrete Distributions with Monte Carlo Tree Search and Value Functions | Oct 15, 2019 | Decision MakingDecision Making Under Uncertainty | CodeCode Available | 1 | 5 |
| RELIEF: Reinforcement Learning Empowered Graph Feature Prompt Tuning | Aug 6, 2024 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 1 | 5 |
| Efficient Nonmyopic Bayesian Optimization via One-Shot Multi-Step Trees | Jun 29, 2020 | Bayesian OptimizationDecision Making | CodeCode Available | 1 | 5 |
| Enabling Intelligent Interactions between an Agent and an LLM: A Reinforcement Learning Approach | Jun 6, 2023 | Decision MakingSequential Decision Making | CodeCode Available | 1 | 5 |
| An Alternative Softmax Operator for Reinforcement Learning | Dec 16, 2016 | Decision Makingreinforcement-learning | CodeCode Available | 1 | 5 |
| Comparing Deep Reinforcement Learning Algorithms in Two-Echelon Supply Chains | Apr 20, 2022 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 | 5 |
