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- Fear-Neuro-Inspired Reinforcement Learning for Safe Autonomous Driving.IEEE Transactions on Pattern Analysis and Machine Intelligence
- Robust Multiobjective Reinforcement Learning Considering Environmental Uncertainties.IEEE Transactions on Neural Networks and Learning Systems
- Robust decision making for autonomous vehicles at highway on-ramps: A constrained adversarial reinforcement learning approach.IEEE Transactions on Intelligent Transportation Systems
- Trustworthy autonomous driving via defense-aware robust reinforcement learning against worst-case observational perturbations.Transportation Research Part C: Emerging Technologies
- Toward Trustworthy Decision-Making for Autonomous Vehicles: A Robust Reinforcement Learning Approach with Safety Guarantees.Engineering
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1. 基础研究：
· 强化学习/大模型
· 可信AI/物理AI
· 决策与控制
2. 应用研究：
· 自动驾驶/智能交通
· 具身智能/机器人
· 飞行汽车/无人机