· Yuan Meng
· Assistant Professor
· Department of Computer Science and Technology
· Joined Department: 2023
· Email: yuanmeng@mail.tsinghua.edu.cn
Education background
Bachelor of Electronic Information Engineering, Beijing University of Posts and Telecommunications, Beijing, China, 2016;
Ph.D. in Computer Science and Technology, Tsinghua University, Beijing, China, 2021.
Areas of Research Interests
Multimedia Edge Intelligence, Model Compression, Model Quantization，Causal inference
Research Status
My research interests lie in Multimedia Edge Intelligence, especially in model compression, model compression, and lightweight model generalization with causal methods.
Personal Home Page： https://mengyuan404.github.io/
Academic Achievement:
[1] Chen Tang, Yuan Meng, Jiacheng Jiang, Shuzhao Xie, Rongwei Lu, Xinzhu Ma, Zhi. Wang, Wenwu Zhu. Retraining-free Model Quantization via One-Shot Weight-Coupling Learning. IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2024.
[2] Chen Tang, Kai Ouyang, Zenghao Chai, Yunpeng Bai, Yuan Meng, Zhi Wang, Wenwu Zhu. SEAM:Searching Transferable Mixed-Precision Quantization Policy through Large Margin Regularization. Proceedings of the 31st ACM International Conference on Multimedia (ACM MM), 2023.
[3] Xinzhu Ma, Yongtao Wang, Yinmin Zhang, Zhiyi Xia, Yuan Meng, Zhihui Wang; Haojie Li, Wanli Ouyang. Towards Fair and Comprehensive Comparisons for Image-Based 3D Object Detection. Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV), 2023.
[4] Xin Wang, Benyuan Meng, Hong Chen, Yuan Meng, Ke Lv, Wenwu Zhu. TIVA-KG: A multimodal knowledge graph with text, image, video and audio. Proceedings of the 31st ACM International Conference on Multimedia (ACM MM), 2023.
[5] Yuan Meng, Shenglin Zhang, Yongqian Sun, Ruru Zhang, Zhilong Hu, Yiyin Zhang, Chenyang Jia, Zhaogang Wang. Localizing failure root causes in a microservice through causality inference. Dan Pei. 2020 IEEE/ACM 28th International Symposium on Quality of Service (IWQoS).2020.
