Zhongyu Ouyang
Ph.D. Student in Computer Science 💻
Recommender Systems; Preference Learning; Graph Learning
Dartmouth College 🌲
zhongyu.ouyang.gr [AT] dartmouth.edu
Biography
Hi 💚! I am a Ph.D. student in Computer Science at Dartmouth College, advised by Prof. Soroush Vosoughi. My research interests broadly lie in the application of recommender systems (e.g., graph-based collaborative filtering, click-through-rate prediction) and graph representation learning over various domains (e.g., healthcare, mobile application promotion). In summer 2024, I was fortunate to intern at Microsoft Bing Places as a data scientist intern.
Papers
Scaled Supervision is an Implicit Lipschitz Regularizer
Zhongyu Ouyang, Chunhui Zhang, Yaning Jia, Soroush Vosoughi
ICWSM'25: The 20th International AAAI Conference on Web and Social Media
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
Leveraging Graphs to Click-Through Rate Prediction through Test-Time Augmentation
Zhongyu Ouyang, Mingxuan Ju, Yanfang Ye
Under Review
On the Influence of Connectivity to CTR Prediction
Zhongyu Ouyang, Chunhui Zhang, Yaning Jia, Soroush Vosoughi
Under Review
From Thoughts to Tastes: Modeling Preference Hierarchies for Human-Aligned Sequential Recommendations
Qianlong Wen*, Zhongyu Ouyang*, Chunhui Zhang, Soroush Vosoughi, Yanfang Ye
Under Review, *Equal Contribution
Pretrained Image-Text Models are Secretly Video Captioners
Chunhui Zhang, Yiren Jian, Zhongyu Ouyang, Soroush Vosoughi
Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL 2025) Main Conference
Working Memory Identifies Reasoning Limits in Language Models
Chunhui Zhang, Yiren Jian, Zhongyu Ouyang, Soroush Vosoughi
The Conference on Empirical Methods in Natural Language Processing (EMNLP 2024).
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
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
Leveraging Graphs to Click-Through Rate Prediction through Test-Time Augmentation
Zhongyu Ouyang, Mingxuan Ju, Yanfang Ye
Under Review
On the Influence of Connectivity to CTR Prediction
Zhongyu Ouyang, Chunhui Zhang, Yaning Jia, Soroush Vosoughi
Under Review
From Thoughts to Tastes: Modeling Preference Hierarchies for Human-Aligned Sequential Recommendations
Qianlong Wen*, Zhongyu Ouyang*, Chunhui Zhang, Soroush Vosoughi, Yanfang Ye
Under Review, *Equal Contribution
Scaled Supervision is an Implicit Lipschitz Regularizer
Zhongyu Ouyang, Chunhui Zhang, Yaning Jia, Soroush Vosoughi
ICWSM'25: The 20th International AAAI Conference on Web and Social Media
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
Leveraging Graphs to Click-Through Rate Prediction through Test-Time Augmentation
Zhongyu Ouyang, Mingxuan Ju, Yanfang Ye
Under Review
On the Influence of Connectivity to CTR Prediction
Zhongyu Ouyang, Chunhui Zhang, Yaning Jia, Soroush Vosoughi
Under Review
From Thoughts to Tastes: Modeling Preference Hierarchies for Human-Aligned Sequential Recommendations
Qianlong Wen*, Zhongyu Ouyang*, Chunhui Zhang, Soroush Vosoughi, Yanfang Ye
Under Review, *Equal Contribution
Pretrained Image-Text Models are Secretly Video Captioners
Chunhui Zhang, Yiren Jian, Zhongyu Ouyang, Soroush Vosoughi
Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL 2025) Main Conference
Working Memory Identifies Reasoning Limits in Language Models
Chunhui Zhang, Yiren Jian, Zhongyu Ouyang, Soroush Vosoughi
The Conference on Empirical Methods in Natural Language Processing (EMNLP 2024).
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
The 40th Conference on Uncertainty in Artificial Intelligence
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
-
Dartmouth College Fall 2024 - PresentPh.D. Student in CS
Recommender Systems; Preference Learning -
Microsoft May 2024 - Aug 2024Data Scientist Intern
Bing Places -
University of Notre Dame Spring 2022 - Spring 2024Research Assistant in CS
Recommender Systems -
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 named him Toothless (also Yaya, 'tooth' in Mandarin) after Toothless in How to Train Your Dragon, one of my favorite animations.
My favorite director is Tim Burton and I costumed myself Wednesday Adams this Halloween. 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. Shout out to New Jeans, Aespa, Twins, and other wonderful girl groups 📣!