Research (* indicates equal contribution)
I'm interested in machine learning (theory), optimization and interpretability. Currently, I am working on diffusion language models (DLMs).
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Transformers Learn to Implement Multi-step Gradient Descent with Chain of Thought
Jianhao Huang*, Zixuan Wang*, Jason D. Lee
ICLR 2025 (spotlight, top 5.1%), 2025
arxiv /
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On Designing General and Expressive Quantum Graph Neural Networks with Applications to MILP Instance Representation
Xinyu Ye, Hao Xiong, Jianhao Huang, Ziang Chen, Jia Wang, Junchi Yan
ICLR 2025 (Poster), 2025
pdf /
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Service
I have served as a reviewer for ICLR.
I was also a teaching assistant for the following courses:
- Programming (CS1953@SJTU, Fall 2022)
- Principle and Practice of Computer Algorithms (CS1952@SJTU, Summer 2023)
- Data Structure (CS1951@SJTU, Fall 2023)
- Probability (MATH2701@SJTU, Spring 2024)
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Miscellaneous
Besides research, I enjoy playing the violin and making music by myself, which brings me joy and inspiration.
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