主要研究方向：大模型垂直领域应用、大模型终端部署、微型机器学习模型、嵌入式人工智能
作为通信作者指导研究生发表/录用的论文：
[1] Rong Li, Tao Deng, Siwei Feng, He Huang, Juncheng Jia, Di Yuan, and Keqin Li, "WECAR: An end-edge collaborative inference and training framework for WiFi-based continuous human activity recognition," ACM Transactions on Sensor Networks (ToSN), vol. 22, no. 3, pp. 1-24, 2026. (CCF B类期刊)
[2] Xinyi Shen, Tao Deng, Yi Zhao, Juncheng Jia, Mianxiong Dong, Zhicheng Dong, Di Yuan,"WiRAG: Retrieval-augmented generation with large language models (LLM) framework for wifi-based human activity recognition," in Proc. ICASSP, 2026. (CCF B会议)
[3] Yimiao Deng, Tao Deng, Rong Li, Yi Zhao, Juncheng Jia, Sangsha Fang, Di Yuan,"WiCON: A lightweight continual learning approach for wifi-based human activity recognition via mask-adaptive classifier expansion," in Proc. ICASSP, 2026. (CCF B会议)
[4] Dongyu Chen, Tao Deng, He Huang, Juncheng Jia, Mianxiong Dong, Di Yuan, Keqin Li, “Mobility-Aware Multi-Task Decentralized Federated Learning for Vehicular Networks: Modeling, Analysis, and Optimization”, IEEE Transactions on Mobile Computing (TMC), vol. 25, no. 2, pp. 2594-2610, 2026. (CCF A类期刊)
[5] Rong Li, Tao Deng, Siwei Feng, Mingjie Sun, Juncheng Jia, ConSense: Continually Sensing Human Activity with WiFi via Growing and Picking, in Proc. AAAI, 2025. (CCF A会议，Oral presentation, Top 4.6%)
[6] Dongyu Chen,Tao Deng, Juncheng Jia, Siwei Feng, Di Yuan, Mobility-aware decentralized federated learning with joint optimization of local iteration and leader selection for vehicular networks, Computer Networks (ComNet)，2025（CCF B期刊）
[7] Zihao Jiang, Tao Deng, Rong Li, Dongyu Chen,"FECG-KD: Fisher Enhanced and Clustering Guided Knowledge Distillation for Low-Bit Post-training Quantization," International Conference on Intelligent Computing, 2025. (CCF C会议)
第一作者发表的论文：
[1] Tao Deng, Dongyu Chen, Juncheng Jia, Mianxiong Dong, Kaoru Ota, Zhanwei Yu, and Di Yuan, “Optimizing resource allocation and request routing for AI-generated content (AIGC) services in mobile edge networks with cell coupling,” IEEE Transactions on Vehicular Technology (TVT), vol. 73, no. 11, pp. 17911-17916, 2024.
[2] Tao Deng, Zhanwei Yu, and Di Yuan, “Task offloading optimization in mobile edge computing under uncertain processing cycles and intermittent communications,” Computer Networks (ComNet), 245: 110359, 2024.
[3] Tao Deng, Zhanwei Yu, and Di Yuan, “Scheduling for multi-cell caching: Hit maximization subject to age of information,” IEEE Transactions on Vehicular Technology (TVT), Vol. 72, no. 9, pp. 12441-12446, 2023.
[4] Tao Deng, Lei You, Zhanwei Yu, and Di Yuan, “Optimal task allocation for battery-assisted and price-aware mobile edge computing,” IEEE Networking Letters, vol. 5, no. 4, pp. 199-203, 2023.
[5] Tao Deng, Pingzhi Fan, and Di Yuan, “Modeling and optimization of mobility-aware dynamic caching with time-varying content popularity,” IEEE Transactions on Vehicular Technology (TVT), vol. 69, no. 1, pp. 1157-1162, Jan. 2020.
[6] Tao Deng, Pingzhi Fan, and Di Yuan, “Optimizing retention-aware caching in vehicular networks,” IEEE Transactions on Communications (TComm), vol. 67, no. 9, pp. 6139-6152, Sep. 2019.
[7] Tao Deng, Ghafour Ahani, Pingzhi Fan, and Di Yuan, “Cost-optimal caching for D2D networks with user mobility: Modeling, analysis, and computational approaches,” IEEE Transactions on Wireless Communication (TWC), vol. 17, no. 5, pp. 3082-3094, May 2018.
[8] Tao Deng, Xian Wang, Pingzhi Fan, and Keqin Li, “Modeling and performance analysis of a tracking area list-based location management scheme in LTE networks,” IEEE Transactions on Vehicular Technology (TVT), vol. 65, no. 8, pp. 6417-6314, Aug. 2016.
[9] Tao Deng, Lei You, Pingzhi Fan, and Di Yuan, “Device caching for network offloading: Delay minimization with presence of user mobility,” IEEE Wireless Communication Letters (WCL), no. 4, pp. 558-561, Aug. 2018.
[10] Tao Deng, Ghafour Ahani, Pingzhi Fan, and Di Yuan, “Cost-optimal caching for D2D networks with presence of user mobility,” in Proc. IEEE Globecom’17, pp. 1-6, Dec. 2017.