研究领域与成果：

  总体情况：围绕工业互联网云边协同计算环境下的计算优化（AI模型生成、训练与部署）、计算卸载（任务卸载、资源调度等）等核心任务，焦聚神经架构搜索、神经网络压缩、联邦学习、多模态学习、多目标优化等关键方法，研究工业边缘场景下复杂人工智能模型轻量化部署与软硬件协同高效运行技术、面向信息物理融合的计算-通信-控制实时任务优化与资源调度方法、异构边缘网络视觉分析与信息安全技术等；发表学术论文100余篇，其中，中科院1区31篇, IEEE Transaction长40篇, CCF A类18篇，CCF B类13篇 ，包括AAAI、NIPS、ACM MM、IEEE/ACM Trans. on Networking、IEEE Trans. on Mobile Computing、IEEE Trans. on Computers、IEEE Trans. on Evolutionary Computation、IEEE Trans. on Cybernetics、IEEE Trans. on System, Man and Cybernetics-System、ACM Computing Surveys,IEEE Trans. on Circuits and Systems for Video Technology, IEEE Trans. on Dependable and Secure Computing、IEEE Communications Surveys and Tutorials、IEEE Trans. on Neural Networks and Learning Systems、IEEE Trans. on Service Computing、IEEE Trans. on Cloud Computing、IEEE Trans. on Artificial Intelligence、IEEE Trans. on Emerging Topics in Computational Intelligence等顶级会议与知名期刊，入选ESI热点论文5篇，ESI高被引8篇。

具体的论文发表情况:

2025年：

• Lianbo Ma, Yuee Zhou, Ye Ma, Guo Yu, Qing Li, Qiang He, and Yan Pei, Defying Multi-model Forgetting in One-shot Neural Architecture Search Using Orthogonal Gradient Learning, IEEE Transactions on Computers, 2025. (CCF A类)
• Haidong Kang, Lianbo Ma*, Guo Yu, Guoyang Xie, Understanding and Enhancing Mixed Precision Quantization Search via Discovering Bit-Width Importance, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, major revision, 2025. (CCF A类).
• Nan Li, Bing Xue, Lianbo Ma*, Mengjie Zhang, Automatic Fuzzy Architecture Design for Defect Detection via Classifier-assisted Multiobjective Optimization Approach, IEEE Transactions on Evolutionary Computation, 2025 (中科院1区Top，进化计算顶刊，IF:14.3).
• Lianbo Ma, Ying Qian, et al.,TBCIM: Two-Level Blockchain-Aided Edge Resource Allocation Mechanism for Federated Learning Service Market, IEEE/ACM Transactions on Networking, 2025, major revision. (CCF A类).
• Kaifang Long, Guoyang Xie, Lianbo Ma*, Zhichao Lu, Revisiting Multimodal Fusion for 3D Anomaly Detection from An Architectural Perspective, AAAI, 2025, accepted (CCF A类)
• Jianfeng Li, Jiawen Zhang, Feng Wang*, Lianbo Ma*, HEP-NAS: Towards Efficient Few-shot Neural Architecture Search via Hierarchical Edge Partitioning, AAAI, 2025, accepted (CCF A类)
• Zhaodi Ge, Hanning Chen, Xiaodan Liang*, Lianbo Ma*, Gated Mechanism Attention Transformer based on Wavelet Enhanced Optical Flow Field Estimation for Foreground Detection, IEEE Transactions on Circuits and Systems for Video Technology, 10.1109/TCSVT.2024.3509952, 2025. (中科院1区TOP).

2024年：

• Qiang He, Zhaolin Xi, Zheng Feng, Yueyang Teng, Lianbo Ma*, Yuliang Cai, Keping Yu, Telemedicine Monitoring System Based on Fog/Edge Computing: A Survey， IEEE Transactions on Services Computing, 2024. (CCF A类).
• Liang Wang, Yaru Wang, Zhiwen Yu, Fei Xiong, Lianbo Ma, Huan Zhou, and Bin Guo. “Similarity Caching in Dynamic Cooperative Edge Networks: An Adversarial Bandit Approach”. IEEE Transactions on Mobile Computing, accepted, 2024. (CCF A类).
• Xinyuan Zhu, Fei Hao, Lianbo Ma, Changqing Luo, Geyong Min, and Laurence T. Yang. “DRL-Based Joint Optimization of Wireless Charging and Computation Offloading for Multi-Access Edge Computing”. IEEE Transactions on Service Computing, major revision, 2024. (CCF A类).
• Hanling Wang, Qing Li*, Haidong Kang, Dieli Hu, Lianbo Ma*, Gareth Tyson, Zhenhui Yuan, and Yong Jiang. “ParaLoupe: Real-time Video Analytics on Edge Cluster via Mini Model Parallelization”. IEEE Transactions on Mobile Computing, 10.1109/TMC.2024.3438155, 2024. (CCF A类).
• Tian Zhang, Lijie Miao, Jian Cheng*, Hanning Chen, Qing Li, Qiang He, Jianhui Lyu, Lianbo Ma*. Multi-Hop Reasoning with Relation Based Node Quality Evaluation for Sparse Medical Knowledge Graph, IEEE Transactions on Emerging Topics in Computational Intelligence, 2024. (JCR 2区).