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长文46篇, CCF A类28篇，CCF B类13篇 ，包括ICML, IJCAI, AAAI、NIPS、ACM MM、Usenix ATC、IEEE/ACM Trans. on Networking、IEEE Trans. on Mobile Computing、IEEE Trans. on Computers、IEEE Trans. on Evolutionary Computation、IEEE Trans. on Image Computing、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：

• Yue-e Zhou, Lianbo Ma*, Xingwei Wang, Qing Li, Carla Fabiana Chiasserini, Guangjie Han, Towards Efficient Cooperative Training: Matching DNN Model Quantization and Segmentation with Resource Availability, IEEE/ACM Transactions on Networking, major revision, 2025 (CCF A)
• Lianbo Ma, Yuee Zhou, Liang Wang, Xingwei Wang, Guangjie Han, Carla Fabiana Chiasserini, Near Optimal Locality-Aware Task Allocation Towards Stable Blockchain-Based MEC System: A Potential Game Approach, IEEE Transactions on Mobile Computing, major revision, 2025. (CCF A)
• Kaifang Long, Guoyang Xie, Lianbo Ma*, Xingwei Wang, Min Huang, Jianhui Lv, Zhichao Lu, Enhancing Multimodal Learning via Hierarchical Fusion Architecture Search with Noise Elimination, IEEE Transactions on Image Computing, revision, 2025. (CCF A类)
• Zeyu Luan, Zutao Zhang, Kejun Li, Qing Li, Lianbo Ma, Yong Jiang. Isolation Rules: A Dependency-free Rule-caching System for Arbitrary Wildcard Patterns in TCAM, IEEE/ACM Transactions on Networking, revision, 2025 (CCF A类)
• Zihao Wang, Qing Li, Guorui Xie, Dan Zhao, Kejun Li, Zhuochen Fan, Lianbo Ma, and Yong Jiang. Minos : A Lightweight and Dynamic Defense against Traffic Analysis in Programmable Data Planes. Usenix ATC 2025.(CCF A类)
• Liang Wang, Bingnan Shen, Lianbo Ma, Yao Zhang, Yingnan Zhao, Hongzhi Guo, Zhiwen Yu, Bin Guo, Joint Task Offloading and Migration Optimization in UAV-Enabled Dynamic MEC Networks, IEEE Transactions on Service Computing, 2025. (CCF A类)
• Lianbo Ma, Jianlun Ma, Guoyang Xie, Qiang He, Zhichao Lu, Learning from Loss Landscape: Generalizable Mixed-Precision Quantization via Sharpness-Aware Gradient Match, ICML, 2025. (CCF A类)
• Haidong Kang, Lianbo Ma*, Guo Yu, Shangce Gao, Where and How to Enhance: Discovering Bit-Width Contribution for Mixed Precision Quantization, IJCAI, 2025. (CCF A类)
• Nan Li, Bing Xue, Lianbo Ma*, Mengjie Zhang, Transferable Relativistic Predictor: Mitigating Cross-Task Cold-Start Issue in NAS, IJCAI, 2025. (CCF A类)
• 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 on Target Hardware for Neural Network Accelerators, 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).