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| Physics-Guided Hierarchical Reward Mechanism for Learning-Based Robotic Grasping | May 26, 2022 | Computational EfficiencyDeep Reinforcement Learning | —Unverified | 0 | 0 |
| Physics-informed Dyna-Style Model-Based Deep Reinforcement Learning for Dynamic Control | Jul 31, 2021 | Deep Reinforcement LearningModel-based Reinforcement Learning | —Unverified | 0 | 0 |
| Physics-informed Modularized Neural Network for Advanced Building Control by Deep Reinforcement Learning | Apr 7, 2025 | Deep Reinforcement LearningPhysics-informed machine learning | —Unverified | 0 | 0 |
| Physics-model-guided Worst-case Sampling for Safe Reinforcement Learning | Dec 17, 2024 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 | 0 |
| Closed Drafting as a Case Study for First-Principle Interpretability, Memory, and Generalizability in Deep Reinforcement Learning | Oct 31, 2023 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 | 0 |
| PICTS: A Novel Deep Reinforcement Learning Approach for Dynamic P-I Control in Scanning Probe Microscopy | Feb 11, 2025 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 | 0 |
| Placement Optimization of Aerial Base Stations with Deep Reinforcement Learning | Nov 19, 2019 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 | 0 |
| Placement Optimization with Deep Reinforcement Learning | Mar 18, 2020 | Deep Reinforcement Learningreinforcement-learning | —Unverified | 0 | 0 |
| PRIMA: Planner-Reasoner Inside a Multi-task Reasoning Agent | Feb 1, 2022 | Deep Reinforcement Learning | —Unverified | 0 | 0 |
