Zixun Huang

Research Study Assistant at 北大

Haidian District, Beijing, China
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Summary

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Rockstar
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Zixun Huang is a fourth-year Statistics undergraduate at Peking University and a visiting student at UC Berkeley, specializing in theoretical machine learning and reinforcement learning theory. As a Research Study Assistant, he developed a Functional Scaling Law that models SGD intrinsic time to accurately predict loss trajectories across learning-rate schedules, work that was accepted as a NeurIPS 2025 Spotlight. His research validated efficiency gains on 0.1B–1B-scale LLMs and highlighted the practical benefits of warmup–stable–decay schedules. With seven years of hands-on experience in quantitative research, he bridges rigorous theory with empirical validation and collaborates closely with leading ML theorists. Quietly pragmatic, he pairs mathematical depth from his mathematics training with an experimental sensibility shaped by large-model optimization studies.
code6 years of coding experience
bookVisiting Student, Visiting Student at University of California, Berkeley
bookBachelor of Science - BS Mathematics, Bachelor of Science - BS Mathematics at Peking University
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Github Skills (8)

tower8
computer-vision8
valine8
lts7
javascript6
vue6
mathematics4
large-language-models2

Programming languages (3)

C++HTMLPython

Github contributions (5)

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崩坏:星穹铁道 模拟宇宙自动化 (Honkai Star Rail - Auto Simulated Universe)
Contributions:41 releases, 43 PRs, 707 pushes in 1 year 10 months
CHNZYX/asu_version_latest

Aug 2023 - Mar 2024

Contributions:1 release, 20 pushes, 1 branch in 7 months
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