I am a 3rd-year Ph.D. student in Computer Science at University of Illinois Urbana-Champaign, fortunately advised by Prof. Jiawei Han. Before that, I was an undergraduate student in Electrical Engineering of Tsinghua University, fortunately advised by Prof. Yong Li. During the past, I spent time at Amazon Search, Microsoft Research (both Redmond and Beijing), UCLA and Umich.
I receive the Apple PhD Fellowship in 2024. For further information, please see my CV.
Research Interests: My research lies at the intersection of large language models, information networks and text/data mining. In particular, I focus on how language models can integrate text, network, and multimodal data for solving real world problems including information retrieval and knowledge discovery.
I am maintaining an awesome github repo on Large Language Models on Graphs with a survey paper. Feel free to have a look!
(* denotes equal contribution)
Graph Chain-of-Thought: Augmenting Large Language Models by Reasoning on Graphs
Bowen Jin, Chulin Xie, Jiawei Zhang, Kashob Kumar Roy, Yu Zhang, Suhang Wang, Yu Meng, Jiawei Han
preprint 2024.
[PDF] [Code] [Data]
Large Language Models on Graphs: A Comprehensive Survey
Bowen Jin, Gang Liu, Chi Han, Meng Jiang, Heng Ji, Jiawei Han
preprint 2023.
[PDF] [Repo]
Language Models as Semantic Indexers
Bowen Jin, Hansi Zeng, Guoyin Wang, Xiusi Chen, Tianxin Wei, et al.
preprint 2023.
[PDF] [Code]
Grasping the Essentials: Tailoring Large Language Models for Zero-Shot Relation Extraction
Sizhe Zhou, Yu Meng, Bowen Jin, Jiawei Han.
preprint 2024.
[PDF] [Code]
“Why Should I Review This Paper?” Unifying Semantic, Topic, and Citation Factors for Paper-Reviewer Matching
Yu Zhang, Yanzhen Shen, Xiusi Chen, Bowen Jin, Jiawei Han.
preprint 2023.
[PDF] [Code]
Scalable and Effective Generative Information Retrieval
Hansi Zeng, Chen Luo, Bowen Jin, Sheikh Muhammad Sarwar, Tianxin Wei, Hamed Zamani.
WWW 2024.
[PDF] [Code]
Improving Retrieval in Theme-specific Applications using a Corpus Topical Taxonomy
SeongKu Kang, Shivam Agarwal, Bowen Jin, Dongha Lee, Hwanjo Yu, Jiawei Han.
WWW 2024.
[PDF] [Code]
Towards Universal Multi-Modal Personalization: A Language Model Empowered Generative Paradigm
Tianxin Wei, Bowen Jin, Ruirui Li, Hansi Zeng, Zhengyang Wang, et al.
ICLR 2024.
[PDF] [Code]
Bridging Text Data and Graph Data: Towards Semantics and Structure-aware Knowledge Discovery
Bowen Jin, Yu Zhang, Sha Li, Jiawei Han.
WSDM 2024 (Tutorial).
[PDF] [Tutorial Page]
Learning Multiplex Embeddings on Text-rich Networks with One Text Encoder
Bowen Jin, Wentao Zhang, Yu Zhang, Yu Meng, Han Zhao, Jiawei Han.
NeurIPs 2023 (GLFrontiers).
[PDF] [Code]
Heterformer: Transformer-based Deep Node Representation Learning on Heterogeneous Text-Rich Networks
Bowen Jin, Yu Zhang, Qi Zhu, Jiawei Han.
KDD 2023.
[PDF] [Code]
Weakly Supervised Multi-Label Classification of Full-Text Scientific Papers
Yu Zhang, Bowen Jin, Xiusi Chen, Yanzhen Shen, Yunyi Zhang, Yu Meng, Jiawei Han.
KDD 2023.
[PDF] [Code]
Patton: Language Model Pretraining on Text-rich Networks
Bowen Jin, Wentao Zhang, Yu Zhang, Yu Meng, Xinyang Zhang, Qi Zhu, Jiawei Han.
ACL 2023 (Oral).
[PDF] [Code]
Text Augmented Open Knowledge Graph Completion via Pre-Trained Language Models
Pengcheng Jiang, Shivam Agarwal, Bowen Jin, Xuan Wang, Jimeng Sun, Jiawei Han
Findings of ACL 2023.
[PDF] [Code]
Edgeformers: Graph-Empowered Transformers for Representation Learning on Textual-Edge Networks
Bowen Jin, Yu Zhang, Yu Meng, Jiawei Han.
ICLR 2023 (Poster).
[PDF] [Code]
The Effect of Metadata on Scientific Literature Tagging: A Cross-Field Cross-Model Study
Yu Zhang, Bowen Jin, Qi Zhu, Yu Meng, Jiawei Han.
WWW 2023.
[PDF] [Code]
PC Member: WSDM 2023, KDD 2023, NeurIPs 2023, ICLR 2024, WWW 2024, SDM 2024, ACL 2024, ICML 2024, COLM 2024
Journal Reviewer: TKDE, TOIS
Guest Instructor: UIUC Fall23 CS512
Lead TA: UIUC Spring24 CS412
I started to play a traditional Chinese instrument, Sheng at the age of eight. Here is a concert record of mine. Hope you enjoy it!:)
I’m a “universal” ball fan and enjoy working out. If you cannot find me in office, catch me at the gym. 😃
Email: bowenj4[AT]illinois.edu