I am Junhao Shen (Chinese name: 沈君豪), a senior undergraduate student in the School of Computer Science and Technology at East China Normal University. Currently, I conduct the research on the reasoning capability of MLLM under the supervision of Dr. Wenwei Zhang and Dr. Kai Chen at Shanghai Artificial Intelligence Laboratory.
I am interested in large language models. Previously, also conduct the research regarding interpretable machine learning for intelligent education and graph representation learning.
I am expected to graduate from East Chine Normal University in June 2025, and join the School of Artificial Intelligence at Shanghai Jiao Tong University as a Ph.D. student. If you would like to discuss further, please feel free to contact me via email, and I will respond as soon as possible.
Recent Updates
📰 Itinerary Notice
I am free now.
💻 Academic Progress
[TBD] A Reinforcement Learning-based Methods to significantly enhance the reasoning abilities of large vision language model.
This project will be released soon, and I believe this is new milestone of the vision language model.
[Planning] Investigate the physics of vision-language model.
More Information
[May 17, 2024] One Paper Accepted by KDD 2024 and Scheduled for Oral Presentation in Barcelona [Project Page].
[Jan 23, 2024] One Paper Accepted by WWW 2024.
[Dec 20, 2023] Gold Prize for the NeurIPS 2023 Causal Structure Learning Competition.
[Dec 9, 2023] One Paper Accepted by AAAI'24 and Scheduled for Presentation in Vancouver. [Project Page]
[Apr 7, 2023] Granted a Full Exchange Scholarship by City University of Hong Kong and Scheduled to Go on Exchange in August (2023).
Publications
*：Corresponding Author #：Equal Contribution
More Papers
[Oral] Junhao Shen, Hong Qian*, Shuo Liu, Wei Zhang, Bo Jiang, Aimin Zhou. Capture Homogeneous Influence among Students: Hypergraph Cognitive Diagnosis for Intelligent Education Systems. In Proceedings of the 30th SIGKDD Conference on Knowledge Discovery and Data Mining (KDD'24), Barcelona, Spain, 2628-2639. [Project Page]
[As the only student author] Junhao Shen, Hong Qian*, Wei Zhang, Aimin Zhou. Symbolic Cognitive Diagnosis via Hybrid Optimization for Intelligent Education Systems. In Proceedings of the 38th AAAI Conference on Artificial Intelligence (AAAI'24), Vancouver, Canada, 14928-14936. [Project Page]
Shuo Liu#, Junhao Shen#, Hong Qian*, Aimin Zhou. Inductive Cognitive Diagnosis for Fast Student Learning in Web-based Online Intelligent Education Systems. In Proceedings of the ACM Web Conference 2024 (WWW'24), Singapore, Singapore, 4260-4271. [PDF] [Code]
Research Experience
Large Model Center, Shanghai AI Laboratory, Shanghai, China
Research Internship from Aug, 2024 to Present
Research Field: reasoning capability of MLLM
Advisors: Dr. Wenwei Zhang and Dr. Kai Chen
The University of Hong Kong, Hong Kong S.A.R., China
Visiting Student from July 2023 to Aug 2023
ECNU-HKU Cooperation Project
Shanghai Institute of AI Education, Shanghai, China
Research Internship from July, 2022 to July, 2024
Research Field: interpretable machine learning for intelligent education
Advisors: Assoc. Prof. Hong Qian, Prof. Wei Zhang and Prof. Aimin Zhou
Education
East China Normal University, Shanghai, China
From Sept 2021 to Present
Undergraduate, Computer Science and Technology
Student Representative for the 2024 Opening Ceremony, Presidential Scholarship Awardee
City University of Hong Kong, Hong Kong S.A.R., China
From Aug 2023 to Dec 2023
Exchange Student, Computer Science
Granted a Full Exchange Scholarship
High School Affiliated to Southwest University, Chongqing, China
From Sept 2018 to June 2021
Senior High Student, Class 1, Cohort 2021
Awards
[Dec, 2024] Presidential Scholarship (CNY 10k)
[Dec, 2024] Huaxing Scholarship (CNY 15k)
[June, 2024] SenseTime Scholarship Nomination
[Apr, 2024] NezhaTech Scholarship (CNY 10k)
[Dec, 2023] Gold Prize for NeurIPS 2023 Causal Structure Learning Competition (USD 3k)
Talk
Capturing Homogeneous Influence among Students: Hypergraph Cognitive Diagnosis for Intelligent Education Systems
Time: UTC+8 13:30 - 13:50, Aug 14, 2024
Venue: AI TIME, Virtual
Time: UTC+2 12:00 - 12:15, Aug 29, 2024
Venue: KDD'24, Room 134, Centre de Convencions Internacional de Barcelona, Spain
Interpretable Symbolic Cognitive Diagnosis Method in Intelligent Education Systems
Time: UTC+8 11:45-12:15, Nov 3, 2024
Venue: China Symposium on Machine Learning and Applications, University of Science and Technology of China (Hi-Tech Campus), Hefei, China
Time: UTC+8 16:00 - 16:20, May 17, 2024
Venue: Young Elite Forum of China Computer Federation, Ningbo, China
Academic Service
Reviewer for Conference: SIGKDD [24-25], ICLR [25], CHI [25], WWW [25], IJCNN [25]
Reviewer for Journal: Applied Intelligence, ACM TIST
TA & Teaching
Teaching
2024 Fall: Lecturer of Make Computers "Understand" Human Language (popular science course for primary school students)
2022 Fall: Lecturer of "Top-class Course" C Programming Language.
Miscellaneous
From Oct, 2024 to Present: Administrator of Computer Science Baoyan Group (Green Group).
From Sept, 2021 to Present: Bilibili Content Creator (1 million views in total).