Biography

I am currently pursuing my PhD in the Department of Computer Science at Emory University, under the advisory of Dr. Liang Zhao. Prior to this, I earned my Bachelor of Engineering degree in Software Engineering from Tsinghua University in 2022. During my undergraduate studies, I had the opportunity to contribute as a Research Assistant to the Tsinghua (School of Software) Data Mining Group, supervised by Dr. Chunping Li.

My research interest mainly lies in Graph Learning, LLMs, and Generative AI.

Email / Google Scholar / Linkedin

News

[Jul 2024] Our paper Distilling Large Language Models for Text-Attributed Graph Learning is accepted by CIKM’24!

[May 2024] One co-author paper accepted to IJCAI 2024.

[May 2024] One co-author paper accepted to ACL 2024 Findings.

[Nov 2023] I serve as a reviewer for CVPR 2024.

[Oct 2023] I serve as a student co-organizer for LLMs4Bio workshop at AAAI 2024.

[Jul 2023] I serve as a PC member for DLG-KDD 23.

Publications & Preprints

Distilling Large Language Models for Text-Attributed Graph Learning (PDF)
Bo Pan, Zheng Zhang, Yifei Zhang, Yuntong Hu, Liang Zhao
The 33rd ACM International Conference on Information and Knowledge Management (CIKM 2024)

ELAD: Explanation-Guided Large Language Models Active Distillation Yifei Zhang, Bo Pan, Chen Ling, Yuntong Hu, Liang Zhao
The 62nd Annual Meeting of the Association for Computational Linguistics (ACL 2024 Findings)

Visual Attention-Prompted Prediction and Learning (PDF)
Yifei Zhang, Siyi Gu, Bo Pan, Guangji Bai, Xiaofeng Yang, Liang Zhao
The 33rd International Joint Conference on Artificial Intelligence (IJCAI 2024)

Controllable Data Generation Via Iterative Data-Property Mutual Mappings (PDF)
Bo Pan, Muran Qin, Shiyu Wang, Yifei Zhang, Liang Zhao
arXiv preprint arXiv:2310.07683

MAGI: Multi-Annotated Explanation-Guided Learning
Yifei Zhang, Siyi Gu, Yuyang Gao, Bo Pan, Xiaofeng Yang, Liang Zhao
Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV 2023)

Controllable Data Generation by Deep Learning: A Review (PDF)
Shiyu Wang*, Yuanqi Du*, Xiaojie Guo, Bo Pan, Liang Zhao
ACM Computing Surveys (CSUR)

Multi-objective Deep Data Generation with Correlated Property Control. (PDF)
Shiyu Wang, Xiaojie Guo, Xuanyang Lin, Bo Pan, Yuanqi Du, Yinkai Wang, Yanfang Ye, Ashley Ann Petersen, Austin Leitgeb, Saleh AlKhalifa, Kevin Minbiole, Bill Wuest, Amarda Shehu, Liang Zhao.
The Thirty-Sixth Annual Conference on Neural Information Processing Systems (NeurIPS 2022)