Xin Guo (郭鑫)
Senior Algorithm Engineer
Apsara Lab
Alibaba Cloud Intelligence, Hangzhou, China
Email: guoxinzju AT gmail DOT com or xinguo AT zju DOT edu DOT cn
You can also find me on my other homepage.
About Me
I am a senior algorithm engineer at Apsara Lab, Alibaba Cloud Intelligence (former City Brain Lab of Damo Academy, Alibaba Group). Before that, I received my Ph.D. degree at the College of Computer Science and Technology, Zhejiang University (浙江大学) and also the State Key Laboratory of CAD & CG. I was under the supervision of Prof. Xiaofei He and Prof. Deng Cai.
My research interests include Computer Vision, Convex and Non-convex Optimization and Low-rank Methods. If you have any interesting idea and look for partner, welcome to contact me.
Area of Interest
Multimodal Understanding and Generation (from January, 2024 to Now at Apsara Lab, Alibaba Cloud Intelligence).
City Simulation (from September, 2021 to December, 2023 at Damo Academy, Alibaba Group).
Contrastive Learning (from January, 2021 to May, 2021 at Damo Academy, Alibaba Group).
Anomaly Detection (from July, 2020 to December, 2020 at Damo Academy, Alibaba Group).
3D Scene Understanding from single image (from November, 2018 to November, 2019 under the supervision of Prof. Jia Deng).
Automatic Pilot and concern on Object Detection based on LiDAR and RADAR (during my internship in FABU from October, 2017 to June, 2018).
Deep Unsupervised Learning, Variational Auto-encoder and Bayesian Matrix Factorization (from August, 2016 to September, 2017).
Character Segmentation and Precise Regression of Car License Analysis (from August, 2015 to April, 2016).
Education
09/2015-06/2022 Ph.D. of Computer Science, Zhejiang University
12/2018-12/2019 Visiting Student at PVL lab of Department of Computer Science, Princeton University
09/2011-06/2015 B.S. of Mathematics and Applied Mathematics, Zhejiang University (Ranked Top 10)
Awards and Honors
First-class scholarship for outstanding students, 2012
Excellent student awards, 2012 - 2015
Kuanjeong educational foundation scholarships, 2012 - 2015 (Top 0.5%)
Outstanding graduates of Zhejiang University, 2015
Outstanding students for postgraduate students, 2016 - 2017
Publications
1. Xin Guo, Boyuan Pan, Deng Cai, and Xiaofei He. Robust Asymmetric Bayesian Adaptive Matrix Factorization. Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence (IJCAI-17).
2. Beidou Wang, Xin Guo, Martin Ester, Ziyu Guan, Bandeep Singh, Jiajun Bu, Yu Zhu, and Deng Cai. Device-Aware Rule Recommendation for the Internet of Things. In Proceedings of the 2018 ACM on Conference on Information and Knowledge Management (CIKM 2018).
3. Xin Guo, Zhongming Jin, Chong Chen, Helei Nie, Jianqiang Huang, Deng Cai, Xiaofei He, and Xian-Sheng Hua. Discriminative-Generative Dual Memory Video Anomaly Detection. arXiv:2104.14430
4. Xin Guo, Zhengxu Yu, Pengfei Wang, Zhongming Jin, Jianqiang Huang, Deng Cai, Xiaofei He, and Xian-Sheng Hua. Urban Traffic Light Control via Active Multi-agent Communication and Supply-Demand Modeling. IEEE Transactions on Knowledge and Data Engineering (TKDE 2021).
5. Xin Guo, Zhengxu Yu, Chao Xiang, Zhongming Jin, Jianqiang Huang, Deng Cai, Xiaofei He, and Xian-Sheng Hua. Out-of-distribution Generalization via Partial Feature Decorrelation. arXiv:2007.15241
6. 华先胜,黄建强,金仲明,赖百胜,徐骏凯,韦东旭,郭鑫。《城市大规模视觉智能综述》,人工智能(综述分析),2021年第五期。
Xian-Sheng Hua, Jianqiang Huang, Zhongming Jin, Baisheng Lai, Junkai Xu, Dongxu Wei, Xin Guo. An Overview of Urban Large-Scale Visual Intelligence. Artificial Intelligence-View, 2021.05, Pages 7-16. (Chinese Mandarin)