（1）Xinkai Song, Tian Zhi, Zhe Fan, Zhenxing Zhang, Xi Zeng, Wei Li, Xing Hu, Zidong Du, Qi Guo, Yunji Chen, Cambricon-G: A polyvalent energy-efficient accelerator for dynamic graph neural networks, IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2022;
（2）Husheng Han, Kaidi Xu, Xing Hu, Xiaobing Chen, Ling Liang, Zidong Du, Qi Guo, Yanzhi Wang, Yunji Chen, ScaleCert: Scalable Certified Defense against Adversarial Patches with Sparse Superficial Layers, NeurIPS 2021, 2021;
（3）Ling Liang, Xing Hu, Lei Deng, Yujie Wu, Guoqi Li, Yufei Ding, Peng Li, Yuan Xie, Exploring adversarial attack in spiking neural networks with spike-compatible gradien, IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2021;
（4）Yuanbo Wen, Qi Guo, Zidong Du, Jianxing Xu, Zhenxing Zhang, Xing Hu, Wei Li, Rui Zhang, Chao Wang, Xuehai Zhou, Tianshi Chen, Enabling one-size-fits-all compilation optimization for inference across machine learning computers, IEEE Transactions on Computers (Early Access) , 2021;
（5）Yongwei Zhao, Chang Liu, Zidong Du, Qi Guo, Xing Hu, Yimin Zhuang, Zhenxing Zhang, Xinkai Song, Wei Li, Xishan Zhang, Ling Li, Zhiwei Xu, Tianshi Chen, Cambricon-Q: A hybrid architecture for efficient training, 2021 ACM/IEEE 48th Annual International Symposium on Computer Architecture (ISCA), 2021.

（1）国家自然科学基金青年基金, 深度学习系统架构的保密性与完整性研究, 2021-01 至 2023-12, 24万元, 在研, 主持；
（2）所创新, 基于深度学习的智能系统架构安全研究, 2021-01 至 2022-12, 100万元, 在研, 主持；
（3）科技部2030课题, 全场景AI编程框架, 2021-01 至 2024-11, 800万元, 在研, 主持。