Zhongyu Ouyang
Ph.D. Student in Computer Science and Engineering 💻
University of Notre Dame 🍀
zouyang2 [AT] nd.edu
Biography
Hi! I am a Ph.D. student in Computer Science and Engineering at University of Notre Dame, advised by Prof. Yanfang Ye. My research interests broadly lie in the application of retrieval-augmented large language models, recommender systems (e.g., graph-based collaborative filtering, click-through-rate prediction), graph representation learning over various domains (e.g., healthcare, mobile application promotion).
Papers
How to Improve Representation Alignment and Uniformity in Graph-based Collaborative Filtering?
Zhongyu Ouyang, Chunhui Zhang, Shifu Hou, Chuxu Zhang, Yanfang Ye
ICWSM'24: The 18th International AAAI Conference on Web and Social Media
Symbolic Prompt Tuning Completes the App Promotion Graph
Zhongyu Ouyang, Shifu Hou, Shang Ma, Chaoran Chen, Chunhui Zhang, Toby Li, Xusheng Xiao, Chuxu Zhang, Yanfang Ye
ECML PKDD'24: European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases
From Coarse to Fine: Enable Comprehensive Graph Self-supervised Learning with Multi-granular Semantic Ensemble
Qianlong Wen, Mingxuan Ju, Zhongyu Ouyang, Chuxu Zhang, Yanfang Ye
ICML'24: International Conference on Machine Learning
Disentangled dynamic heterogeneous graph learning for opioid overdose prediction
Qianlong Wen, Zhongyu Ouyang, Jianfei Zhang, Yiyue Qian, Yanfang Ye, Chuxu Zhang
KDD'22: SIGKDD Conference on Knowledge Discovery and Data Mining
Graph Contrastive Learning with cross-view Reconstruction
Qianlong Wen, Zhongyu Ouyang, Chunhui Zhang, Yiyue Qian, Chuxu Zhang
NeurIPS 2022 Workshop: New Frontiers in Graph Learning
When Sparsity Meets Contrastive Models: Less Graph Data Can Bring Better Class-Balanced Representations
Chunhui Zhang, Chao Huang, Yiyue Tian, Qianlong Wen, Zhongyu Ouyang, Youhuan Li, Yanfang Ye, Chuxu Zhang
ICML'23: International Conference on Machine Learning
How to Improve Representation Alignment and Uniformity in Graph-based Collaborative Filtering?
Zhongyu Ouyang, Chunhui Zhang, Shifu Hou, Chuxu Zhang, Yanfang Ye
ICWSM'24: The 18th International AAAI Conference on Web and Social Media
Symbolic Prompt Tuning Completes the App Promotion Graph
Zhongyu Ouyang, Shifu Hou, Shang Ma, Chaoran Chen, Chunhui Zhang, Toby Li, Xusheng Xiao, Chuxu Zhang, Yanfang Ye
ECML PKDD'24: European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases
From Coarse to Fine: Enable Comprehensive Graph Self-supervised Learning with Multi-granular Semantic Ensemble
Qianlong Wen, Mingxuan Ju, Zhongyu Ouyang, Chuxu Zhang, Yanfang Ye
ICML'24: International Conference on Machine Learning
Disentangled dynamic heterogeneous graph learning for opioid overdose prediction
Qianlong Wen, Zhongyu Ouyang, Jianfei Zhang, Yiyue Qian, Yanfang Ye, Chuxu Zhang
KDD'22: SIGKDD Conference on Knowledge Discovery and Data Mining
Graph Contrastive Learning with cross-view Reconstruction
Qianlong Wen, Zhongyu Ouyang, Chunhui Zhang, Yiyue Qian, Chuxu Zhang
NeurIPS 2022 Workshop: New Frontiers in Graph Learning
When Sparsity Meets Contrastive Models: Less Graph Data Can Bring Better Class-Balanced Representations
Chunhui Zhang, Chao Huang, Yiyue Tian, Qianlong Wen, Zhongyu Ouyang, Youhuan Li, Yanfang Ye, Chuxu Zhang
ICML'23: International Conference on Machine Learning
YAGG: Ce transparent ceramics with high luminous efficiency for solid-state lighting application
Hui Hua, Shaowei Feng, Zhongyu Ouyang, Hezhu Shao, Haiming Qin, Hui Ding, Qiping Du, Zhijun Zhang, Jun Jiang, Haochuan Jiang
Journal of Advanced Ceramics (2019)
Vitæ
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University of Notre Dame Spring 2022 - PresentPh.D. Student
Computer Science and Engineering -
Microsoft May 2024 - Aug 2024Data Scientist Intern
Bing Places -
Case Western Reserve University Fall 2021Research Assistant
Opioid overdose prediction over PDMP data -
Qeexo June-Sep. 2020Machine Learning Engineer
Backend support for Qeexo AutoML -
Georgia Institute of Technology Jan. 2020 - Aug 2022M.S. Student
Masters in Computer Science, minor in Machine Learning -
AsiaInfo June-Aug 2019Data Scientist Intern
Anomaly detection over health insurance claims -
University of Pittsburgh Aug 2018 - Apr. 2020M.S. Student
Masters in Industrial Engineering -
Tianjin University 2014 - 2018B.S. Student
Materials Forming & Control Engineering
Miscellaneous
I have a very sweet tuxedo cat named Yaya. He was born in Chirstmas 2021, and was adopted by me in March 2023.
I originally named him Toothless after Toothless in How to Train Your Dragon, which is one of my favorite animations.
Since we usually talk to him in Mandarin, we decided to name him Yaya ('tooth' in Mandarin) instead.
My favorite artist is Taylor Swift, and I have been to her concerts in Shanghai (1989), Pittsburgh (Reputation), and Chicago (The Eras). I am also a fan of KPop, and would keep an eye on the latest KPop combacks of multiple girl groups. Feel free to reach out to me if you share similar interests with me!