Juanxi Tian/田隽熙
About
I am currently pursuing my undergraduate degree at Hong Kong Baptist University. Previously, I gained valuable research experience as a research intern at the Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences. Currently, I am furthering my research skills as a research intern at the Center for Artificial Intelligence Research and Innovation Lab, Westlake University, under the esteemed supervision of Stan Z. Li.
My areas of interest include Multimodal Large Language Models, Optimization in Deep Learning, and Computer Vision.
You can find me at the following websites:
My research goal is to profoundly understand the black-box cornerstone of deep learning by exploring often overlooked and counterintuitive phenomena in foundational models, thereby aiding and witnessing the emergence of new optimization techniques and the evolution of MLLM into a generalist model.
I am also open to interesting research or competition opportunities. If you are interested in collaborating with me, please feel free to contact me:
- Email: juanxitian1031@gmail.com
News
Stay updated with the latest news and achievements:
- Aug 23th, 2024: I am invited to serve as a Reviewer for ICLR 2025, which will be held in Singapore.
- Aug 11th, 2024: I founded the Black-Box Optimization & Coupling Bias (BOCB) Organization with Siyuan Li and Zedong Wang, which will make for some interesting series work!
- July 14th, 2024: I maintain an open source repository on the optimizer called Awesome-Optimizers, with Zedong Wang and Siyuan Li.
- July 3th, 2024: A shorter version of CARES was accepted by ICML 2024 Workshop on Foundation Models in the Wild.
- July 1th, 2024: LMFlow supports custom optimization fine-tuning by major optimizers. And it won the Best Demo Paper Award at NAACL 2024
Internship Experience
![Chinese Academy of Sciences](CAS.jpg)
Research Intern at Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences
Start Date: 2023-07-26, End Date: 2023-09-6
![Westlake University](westlakeu.jpg)
Research Intern at Center for Artificial Intelligence Research and Innovation Lab, Westlake University
Start Date: 2023-07-27, End Date: Present
![International Machine Learning Research Center, Peking University](PKU.jpg)
Research Intern at International Machine Learning Research Center, Peking University
Start Date: 2024-03-9, End Date: Present
International Collaboration
![UNC](unc.jpg)
Collaboration with UNC
Start Date: 2024-04-23, End Date: Present
Supervised by Professor Huaxiu Yao.
![UIUC](uiuc.jpg)
Collaboration with UIUC
Start Date: 2024-06-15, End Date: Present
Supervised by Professor Tong Zhang.
Preprints
Switch EMA: A Free Lunch for Better Flatness and Sharpness
![Switch EMA](sema.jpg)
SEMA is currently available on the arXiv preprint website.
CARES: A Comprehensive Benchmark of Trustworthiness in Medical Vision Language Models
![CARES](CARES.jpg)
CARES is currently available on the arXiv preprint website.
Services
Reviewer
- 2024 - International Conference on Learning Representations (ICLR), 2025.
Membership
- 2024 - Student Member of IEEE
- 2023 - Student Member of Chinese Association for Artificial Intelligence (CAAI)