近年研究方向：
通过软硬件结合的方法，解决AI加速相关的存储及计算资源约束问题，以及如何和具体的应用场景要求紧密结合。研究的主题包括：a) AI 模型及加速器的软硬件协同设计，部分成果发表在 2025 DATE / 2026 TCAD / 2025 TVLSI / 2025 ISCAS / 2025 GLSVLSI / 2025 IEEE Communications Letters / 2026 ISCAS (accepted) / 2026 DAC (accepted); b) 面向AI的加速器设计，包括架构和电路设计、近存/存内计算、以及AI计算的组网策略（如光互联和内存池相关），部分成果发表在 2024 ISCAS / 2025 TCAD / 2025 ISCAS/ 2026 ASP-DAC / 2026 TACO。
教育背景：
西安交通大学，微电子学与固体电子学，博士
西安电子科技大学，微电子学与固体电子学，硕士和学士
学术经历：
2006年04月 - 至今复旦大学，教授
2002年04月 - 2006年03月复旦大学，副教授
1999年01月 - 2002年03月复旦大学，讲师
荣誉称号：
上海市优秀学科带头人
上海市第七届十大IT科技新锐
复旦大学优秀研究生导师
部分相关论文：
1. Manni Li, Longbin Jiang, Zixu Li, Jiayu Yang, Zijian Huang, Wending Zhao, Yinyin Lin*, Xiaofeng Yang, Hardware-Model Co-Optimization of Compressed Neural Network Accelerator for Real-Time Compensation in Precision Motion Control, IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2026, Feb.11 DOI:10.1109/ TCAD.2026.3663917 DOI: 10.1109/ TCAD.2026.3663917
2. Zixu Li , Manni Li , Zijian Huang, Jiayu Yang, Wending Zhao, Yinyin Lin*, Chengchen Wang, Haidong Tian, Xiankui Xiong, DeepPiC: xPU-PIM Cluster Architecture with Adaptive Resource-Aware Task Orchestration for DeepSeek-Style MoE Inference, 2026 31st Asia and South Pacific Design Automation Conference (ASP-DAC), DOI: 10.1109/ASP-DAC66049.2026.11420504
3. Jiayu Yang, Luyi Guo, Yicheng Li,Yinyin Lin* ,Yun Yin, Hongtao Xu, Digital Predistortion for Wide Dynamic Power Range Quadrature Switched-Capacitor Power Amplifiers Using Self-Adaptive Residual LSTM Neural Network, IEEE TRANSACTIONS ON VERY LARGE SCALE INTEGRATION (VLSI) SYSTEMS, Volume: 33, Issue: 12, December 2025, pp. 3239-3251. DOI: 10.1109/TVLSI.2025.3611800
4. Jiayu Yang, Wending Zhao, Yichen Li, Wangwang, Zixu Li, Manni Li, Zijian Huang, Yinyin Lin*, Yunyin, Hongtao Xu, Digital Predistortion of Quadrature Digital Power Amplifiers Using RVRTCNN: Real-Valued Residual Temporal Convolutional Neural Network, IEEE Communications Letters, Volume: 29, Issue: 9, September 2025, pp. 2028-2032, DOI: 10.1109/LCOMM.2025.3584212
5. Jiayu Yang, Wending Zhao, Yichen Li, Wangwang, Zixu Li, Manni Li, Zijian Huang, Yinyin Lin*, Yunyin, Hongtao Xu,Digital Predistortion for Quadrature Digital Power Amplifiers Using Deep Neural Network of AT_LSTM: Attention LSTM, GLSVLSI '25: Proceedings of the Great Lakes Symposium on VLSI 2025 June. pp. 784 - 790,https:// doi.org/10.1145/ 3716368.3735188
6. Jiayu Yang, Luyi Guo, Yicheng Li, Wang Wang, Zixu Li, Manni Li, Zijian Huang Yinyin Lin* , Yun Yin , and Hongtao Xu，Linearization of Quadrature Digital Power Amplifiers by Neural Network of ULR LSTM: Unsupervised Learning Residual LSTM， 2025 Design, Automation & Test in Europe Conference (DATE), April, DOI: 10.23919/ DATE64628.2025. 10993212
7. Zixu Li, Wang Wang, Manni Li, Jiayu Yang, Zijian Huang, Xin Zhong, Yinyin Lin*, Chengchen Wang, Xiankui Xiong, GPOS: A General and Precise Offloading Strategy for High Generality of DNN Acceleration by OCP and NDP Co-optimizing, IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS. Pub Date : 2025-03-27 , DOI: 10.1109/tcad.2025.3555184
8. Wang Wang , Wending Zhao , Manni Li , Zixu Li , Jiayu Yang , Zijian Huang , Yinyin Lin*, Chengchen Wang , Xiankui Xiong, APCPU: Adaptive-Pooling Compression Processing Unit for Energy-Efficient DNNs Processing, 2025 IEEE International Symposium on Circuits and Systems (ISCAS), May, DOI: 10.1109/ISCAS56072.2025.11044228
9. Wang Wang , Wending Zhao , Manni Li , Zixu Li , Jiayu Yang , Zijian Huang , Yinyin Lin*,, Chengchen Wang , Xiankui Xiong,CPSnB: Compressing and Processing Spatial Similarity near Memory Bank for DNNs, 2025 IEEE International Symposium on Circuits and Systems (ISCAS), May,DOI: 10.1109/ISCAS56072.2025.11044134
10. Li, Zixu, Wang Wang, Zhong Xin; Li, Manni, Yang, Jiayu, Yinyin Lin*, Kim, Guhyun, Song, Yosub, Wang, Chengchen, Xiong, Xiankui. LauWS: Local Adaptive Unstructured Weight Sparsity of Load Balance for DNN in Near-Data Processing, 2024 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS, ISCAS 2024, pp. 1-5, DOI: 10.1109/ISCAS58744.2024.10558554.
