个人简介
博士,教授,博士生导师。
主要研究方向:机器学习、AI4Science、深度学习理论、多模态大模型。
教育简历
2005年毕业于十大正规买足球网站,获计算机应用技术专业博士学位。
2000年毕业于十大正规买足球网站,获理论物理专业硕士学位。
工作履历
2005.05-至今 十大正规买足球网站。
2010.10-2011.10 美国华盛顿大学(University of Washington, Seattle)计算机科学与工程系 访问学者。
课程教学
本科生课程:数字图像处理。
研究生课程:最优化理论与算法。
博士生课程:深度学习中的优化理论前沿。
科研项目
主持国家自然科学基金项目、新一代人工智能国家科技重大专项子课题及多项横向项目。
主要论文论著
(1) Bo Liu, Keyi Fu, Tongtong Yuan, and Shen Geng. Spurious Local Minima Provably Exist for Deep CNNs: Theory and Application. IEEE Transactions on Neural Networks and Learning Systems, DOI: 10.1109/TNNLS.2025.3640733,2025
(2) Xuange Zhang, Dengjie Li, Bo Liu, Zenghao Bao, Yao Zhou, Baisong Yang, hongying Liu, Yujie Zhong, Tongtong Yuan. Layer-wise Vision Injection with Disentangled Attention for Efficient LVLMs, International Conference on Computer Vision (ICCV), Hawaii, US A, 2025
(3) Bo Liu, Huiwen Zhao, Tongtong Yuan, Ting Zhang, Zhaoying Liu. Rethinking Cell-based Neural Architecture Search: A Theoretical Perspective. Neural Networks, 189, 2025
(4) Tongtong Yuan; Xuange Zhang; Kun Liu; Bo Liu*; Chen Chen; Jian Jin; Zhenzhen Jiao. Towards Surveillance Video-and-Language Understanding: New Dataset, Baselines, and Challenges. IEEE / CVF Computer Vision and Pattern Recognition Conference (CVPR), Seattle, USA, 2024
(5) Bo Liu. Spurious Local Minima Are Common for Deep Neural Networks with Piecewise Linear Activations. IEEE Transactions on Neural Networks and Learning Systems, 35(4),2024,5382 – 5394
(6) Tongtong Yuan, Xuange Zhang, Bo Liu*, Kun Liu, Jian Jin, Zhenzhen Jiao. Surveillance Video-and-Language Understanding: from Small to Large Multimodal Models. IEEE Transactions on Circuits and Systems for Video Technology, 2024, DOI: 10.1109/TCSVT.2024.3462433
(7) Li Yujian; Liu Bo; Yang Xinwu; Fu Yaozong; Li Houjun. Multiconlitron: A General Piecewise Linear Classifier. IEEE Transactions on Neural Networks, 2011, 22(2): 276-289
(8) Li Yujian; Liu Bo. A normalized Levenshtein distance metric. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2007, 29(6): 1091-1095