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About me
Hello! I am currently a senior algorithm engineer in the Tongyi Lab at Alibaba Group. In December 2023, I obtained my Ph.D. degree in Computer Science from CAS Key Laboratory of AI Safety at Institute of Computing Technology, Chinese Academy of Sciences (ICT, CAS). My supervisor is Prof. Huawei Shen.
I am broadly interested in large language model trustworthy machine learning. My current and previous works mainly focus on large language model and adversarial robustness.
Research interests: large language model, trustworthy machine learning, adversarial robustness
We are looking for self-motivated research interns at Alibaba Group. Please feel free to contact me via email if you are interested.
Email: shuchangtao5 [AT] gmail.com
Educations
Institute of Computing Technology, Chinese Academy of Sciences, Beijing, China.
PhD in Software Engineering, from September 2018 to December 2023.
Tianjin University, Tianjin, China
B.E. in Computer Science and Technology, from September 2014 to June 2018.
Selected Publications
When to Trust LLMs: Aligning Confidence with Response Quality
*Shuchang** Tao, Liuyi Yao, Hanxing Ding, Yuexiang Xie, Qi Cao, Fei Sun, Jinyang Gao, Huawei Shen, Bolin Ding
Graph Adversarial Immunization for Certifiable Robustness
Shuchang Tao, Qi Cao, Huawei Shen, Yunfan Wu, Liang Hou, Xueqi Cheng
Transactions on Knowledge and Data Engineering (TKDE) (IF=9.235) [Paper] [Github]
Single Node Injection Attack against Graph Neural Networks
Shuchang Tao, Qi Cao, Huawei Shen, Junjie Huang, Yunfan Wu, Xueqi Cheng
IDEA: Invariant Causal Learning for Graph Adversarial Robustness against Attacks
Shuchang Tao, Qi Cao, Huawei Shen, Yunfan Wu, Bingbing Xu, Xueqi Cheng
Adversarial Camouflage for Node Injection Attack on Graphs
Shuchang Tao, Qi Cao, Huawei Shen, Yunfan Wu, Liang Hou, Xueqi Cheng
Adversarial Immunization for Certifiable Robustness on Graphs
Shuchang Tao, Huawei Shen, Qi Cao, Liang Hou, and Xueqi Cheng
INMO: A Model-Agnostic and Scalable Module for Inductive Collaborative Filtering
Yunfan Wu, Qi Cao, Huawei Shen, Shuchang Tao, Xueqi Cheng
Signed Bipartite Graph Neural Networks
Junjie Huang, Huawei Shen, Qi Cao, Shuchang Tao, Xueqi Cheng
Popularity Debiasing from Exposure to Interaction in Collaborative Filtering
Yuanhao Liu, Qi Cao, Huawei Shen, Yunfan Wu, Shuchang Tao, Xueqi Cheng
SIGIR 2023 [Paper]
Robust recommender system: a survey and future directions
Kaike Zhang, Qi Cao, Fei Sun, Yunfan Wu, Shuchang Tao, Huawei Shen, Xueqi Cheng
TOIS under review [Paper]
Enhanced Embedding Based Attentive Pooling Network for Answer Selection
Zhan Su, Benyou Wang, Jiabin Niu, Shuchang Tao, Peng Zhang, Dawei Song
NLPCC 2017 [Paper]
Awards
National Scholarship, 2015
Excellence Student Prize, Institute of Computing Technology, Chinese Academy of Sciences, 2021
CIKM Student Travel Award, 2021
WSDM Student Travel Award, 2021
Merit Student, University of Chinese Academy of Sciences, 2022, 2021,and 2018
First Prize of Academic Scholarship of University of Chinese Academy of Sciences, 2019