Fei Lin
portrait

Fei Lin (林飞)

Ph.D. Student Macau University of Science and Technology

Welcome. I am Fei Lin, a 3rd-year Ph.D. student in Intelligence Science and Systems at the Department of Engineering Science, Faculty of Innovation Engineering, Macau University of Science and Technology (MUST). I am also affiliated with the Macau Institute of System Engineering (MISE). I am a member of AAAS, IEEE, AIChE, and ACM. I am fortunate to be supervised by Distinguished Prof. Fei-Yue Wang (AAAS Fellow, ASME Fellow, IFAC Fellow, INCOSE Fellow, IEEE Fellow).

My research centers on AI for Science (AI4S), with primary focus on: AI for Drug Discovery; AI for Covalent Organic Frameworks (COF) / Metal-Organic Frameworks (MOF); and Self-driving Laboratories (SDL) — integrating embodied intelligence into chemistry and materials science through Vision-Language-Action models for autonomous wet-lab experimentation. I have also been continuously engaged in research on Parallel Intelligence.

Previously, I worked on Embodied Agents and Agentic Workflows, primarily applied to UAV autonomous perception and action. During my Master's at MUST, I focused on medical image segmentation for interventional puncture surgery robots. I co-founded DeepYoke, a non-profit AI4S research initiative, with collaborators from SJTU, Shanghai AI Lab, CASIA, ZGC Academy, and IPE-CAS. I am also Co-founder of iPoloGo and Vanguard ALL AI.

Google Scholar GitHub Email ORCID
MUST
Ph.D. & M.Sc.
CASIA
Internship
PKU
Summer School
DeepYoke
Co-founder
iPoloGo
Co-founder
Vanguard ALL AI
Co-founder

News & Updates

Academic Service

Publications

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Earth-Adapter: Bridge the Geospatial Domain Gaps with Mixture of Frequency Adaptation
Xiaoxing Hu, Ziyang Gong, Yupei Wang, Yuru Jia, Fei Lin, Dexiang Gao, Ke An, Jianhong Han, Zhuoran Sun, Gen Luo, Xue Yang
AAAI 2026
Paper Code Cite
Remote SensingPEFT
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Breaking Bad Molecules: Are MLLMs Ready for Structure-Level Molecular Detoxification?
Fei Lin, Ziyang Gong, Cong Wang, Tengchao Zhang, Yonglin Tian, Yining Jiang, Ji Dai, Chao Guo, Xiaotong Yu, Xue Yang, Gen Luo, Fei-Yue Wang
arXiv 2025 DeepYoke
Paper Dataset Code Cite
AI for Drug DiscoveryMolecular DetoxificationBenchmark
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UAVs Meet LLMs: Overviews and Perspectives Toward Agentic Low-Altitude Mobility
Yonglin Tian*, Fei Lin*, Yiduo Li, Tengchao Zhang, Qiyao Zhang, Xuan Fu, Jun Huang, Xingyuan Dai, Yutong Wang, Chunwei Tian, Bai Li, Yisheng Lv, Levente Kovács, Fei-Yue Wang
Information Fusion, 2025* Co-first Author
Paper Project Cite
UAVLLMSurvey
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Autonomous Drug Discovery with Parallel Intelligence
Fei Lin, Jing Yang, Dali Sun, Levente Kovács, Fei-Yue Wang
IEEE/CAA J. Automatica Sinica, 2025
Paper Cite
AI for Drug DiscoveryParallel Intelligence
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Parallel Medical Devices and Instruments: Integrating Edge and Cloud Intelligence for Smart Treatment and Health Systems
Fei Lin, Tommy Gao, Dali Sun, Qinghua Ni, Xianting Ding, Jing Wang, David Wenzhong Gao, Fei-Yue Wang
IEEE/CAA J. Automatica Sinica, 2025
Paper Cite
Parallel IntelligenceMedical Devices
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ToxiEval-ZKP: A Structure-Private Verification Framework for Molecular Toxicity Repair Tasks
Fei Lin, Tengchao Zhang, Ziyang Gong, Fei-Yue Wang
IFAC BIKA 2025 Best Paper Award DeepYoke
Paper Code Cite
AI for Drug DiscoveryZero-Knowledge ProofTrustworthy AI
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AirVista-II: An Agentic System for Embodied UAVs Toward Dynamic Scene Semantic Understanding
Fei Lin, Yonglin Tian, Tengchao Zhang, Jun Huang, Sangtian Guan, Fei-Yue Wang
IEEE SMC 2025
Paper Cite
UAVEmbodied AgentScene Understanding
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Talk Less, Fly Lighter: Autonomous Semantic Compression for UAV Swarm Communication via LLMs
Fei Lin, Tengchao Zhang, Qinghua Ni, Jun Huang, Siji Ma, Yonglin Tian, Yisheng Lv, Naiqi Wu
IEEE MESA 2025 Best Research Award
Paper Cite
UAV SwarmSemantic CommunicationLLM
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PiVLA: Vision-Language-Action Based on Parallel Intelligence
Fei Lin, Tengchao Zhang, Jun Huang, Qinghua Ni, Jingwei Ge, Yonglin Tian
IJICS, 2025
Paper Cite
VLAParallel IntelligenceEmbodied Agent
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LLM Fine-Tuning: Concepts, Opportunities, and Challenges
Xiao-Kun Wu, Min Chen, Wanyi Li, Rui Wang, Limeng Lu, Jia Liu, Kai Hwang, Yixue Hao, Yanru Pan, Qingguo Meng, Kaibin Huang, Long Hu, Mohsen Guizani, Naipeng Chao, Giancarlo Fortino, Fei Lin, Yonglin Tian, Dusit Niyato, Fei-Yue Wang
Big Data and Cognitive Computing, 2025
Paper Cite
LLMFine-TuningSurvey
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LogisticsVLN: Vision-Language Navigation for Low-Altitude Terminal Delivery Based on Agentic UAVs
Xinyuan Zhang, Yonglin Tian, Fei Lin, Yue Liu, Jing Ma, Kornélia Sára Szatmáry, Fei-Yue Wang
IEEE ITSC 2025
Paper Cite
UAVVision-Language NavigationLogistics
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CoordField: Coordination Field for Agentic UAV Task Allocation in Low-Altitude Urban Scenarios
Tengchao Zhang, Yonglin Tian, Fei Lin, Jun Huang, Patrik P. Süli, Qinghua Ni, Rui Qin, Xiao Wang, Fei-Yue Wang
IEEE ITSC 2025
Paper Cite
UAV SwarmTask AllocationAgentic AI
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Parallel Tourism System with Foundation Models and Decentralized Autonomous Organizations
Jun Huang, Yonglin Tian, Tengchao Zhang, Qinghua Ni, Fei Lin, Timothy J. Lee, Naiqi Wu, Fei-Yue Wang
Int. J. Tourism Research, 2025
Paper Cite
Parallel IntelligenceDAOFoundation Model
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Parallel Theaters in CPSS: From Shadows of ISDOS to Intelligence of Decision Theaters
Qinghua Ni, Buday Viktória, Fei Lin, Jun Huang, Levente Kovács, Nan Zheng, Fei-Yue Wang
IEEE/CAA J. Automatica Sinica, 2025
Paper Cite
Parallel IntelligenceCPSSDecision Intelligence
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Parallel Nursing: Enhancing Postoperative Nursing with LLM Agent Systems
Xue Qiao, Jing Wang, Mengmeng Zhang, Fei Lin, Peijun Ye, Qinghua Ni, Fei-Yue Wang
IEEE Trans. Computational Social Systems, 2025
Paper Cite
Parallel IntelligenceLLM AgentHealthcare
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Parallel Deep Foundation Model: A Co-Evolution Framework for Analogical Imagination and Embodied Cognition of Parallel Intelligence
Yonglin Tian, Fei Lin, Cong Wang, Jingwei Ge, Zhiyao Luo, Fei-Yue Wang
IJICS, 2025
Paper Cite
Parallel IntelligenceFoundation ModelEmbodied Cognition
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From RAG to ARG: Agent Reinforced Generation for Agentic Intelligence
Jing Yang, Yonglin Tian, Fei Lin, Fei-Yue Wang
IJICS, 2025
Paper Cite
Agentic IntelligenceRAGLLM
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Blockchain-Enabled Supply Chain Resilience: Leveraging Multimodal Large Language Models for Intelligent Automation in the Era of Global Disruptions and Stablecoin Integration
Jun Huang, Fei Lin, Tengchao Zhang, Qinghua Ni, Yonglin Tian, Naiqi Wu
IFAC BIKA 2025
Paper Cite
BlockchainSupply ChainMLLM
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HomePorts-Based UAV Logistics Delivery System Enabled by Blockchain Intelligence
Tengchao Zhang, Fei Lin, Fei-Yue Wang
IFAC BIKA 2025
Paper Cite
UAV LogisticsBlockchain
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TRUE DAO-Based Smart Journals for Sustainable Publishing
Siji Ma, Juanjuan Li, Yuhang Liu, Jun Huang, Fei Lin, Tengchao Zhang, Qinghua Ni, Tai Jiang, Fei-Yue Wang
IEEE SMC 2025
Paper Cite
DAOAcademic Publishing
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AirVista: Empowering UAVs with 3D Spatial Reasoning Abilities Through a Multimodal Large Language Model Agent
Fei Lin, Yonglin Tian, Yunzhe Wang, Tengchao Zhang, Xinyuan Zhang, Fei-Yue Wang
IEEE ITSC 2024
Paper Cite
UAVMLLM Agent3D Reasoning
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LogisticsVISTA: 3D Terminal Delivery Services with UAVs, UGVs and USVs Based on Foundation Models and Scenarios Engineering
Yonglin Tian*, Fei Lin*, Xinyuan Zhang, Jingwei Ge, Yutong Wang, Xingyuan Dai, Yisheng Lv, Fei-Yue Wang
IEEE SOLI 2024* Co-first Author Best Application Award
Paper Cite
UAVLogisticsFoundation Model
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Securing the Future After PagerBombs: Lifecycle Protection of Smart Devices via Blockchain Intelligence
Fei Lin, Qinghua Ni, Jing Yang, Juanjuan Li, Nan Zheng, Levente Kovács, Radu Prodan, Mariagrazia Dotoli, Qing-Long Han, Fei-Yue Wang
IEEE/CAA J. Automatica Sinica, 2024
Paper Cite
BlockchainSmart Device Security
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Parallel Drug Systems: Framework and Methods Based on Large Language Models and Three Types of Humans
Fei Lin, Fei-Yue Wang, Yonglin Tian, Xianting Ding, Qinghua Ni, Jing Wang, Le Shen
Chinese J. Intelligent Science and Technology, 2024
Cite
AI for Drug DiscoveryParallel IntelligenceLLM
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Attention Markets of Blockchain-Based Decentralized Autonomous Organizations
Juanjuan Li, Rui Qin, Sangtian Guan, Wenwen Ding, Fei Lin, Fei-Yue Wang
IEEE/CAA J. Automatica Sinica, 2024
Paper Cite
DAOBlockchainAttention Markets
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DriveRP: RAG and Prompt Engineering Embodied Parallel Driving in Cyber-Physical-Social Spaces
Jun Huang, Hao Ma, Tengchao Zhang, Fei Lin, Siji Ma, Xiao Wang, Fei-Yue Wang
IEEE DTPI 2024
Paper Cite
Parallel DrivingRAGCPSS
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Quadratic Funding in Blockchain-Based DAO: Empirical Analysis and Future Prospects
Fei Lin, Tengchao Zhang, Siji Ma, Jun Huang, Ping Song, Juanjuan Li
IEEE DTPI 2024
Paper Cite
DAOBlockchainQuadratic Funding
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A DAOs-Based Publishing System for Advancing Open Access
Siji Ma, Juanjuan Li, Sangtian Guan, Qinghua Ni, Fei Lin, Tengchao Zhang, Jun Huang, Fei-Yue Wang
IEEE DTPI 2024
Paper Cite
DAOOpen AccessAcademic Publishing
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ACP-based Dynamic Incentive Mechanism for Information Sharing in DAO
Tengchao Zhang, Rui Qin, Fei Lin, Siji Ma
IEEE DTPI 2024
Paper Cite
DAOACPIncentive Mechanism
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Parallel Financial Systems: Towards Governable and Sustainable Intelligent Financial Services
Sangtian Guan, Fei Lin, Juanjuan Li, Jing Wang, Fei-Yue Wang
J. Cyber-Physical-Social Intelligence, 2024
Paper Cite
Parallel IntelligenceFinancial SystemsDAO

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