Sangwoo Mo

Assistant Professor at Pohang University of Science and Technology

Ann Arbor, Michigan, South Korea
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Summary

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Senior
🎓
Top School
Sangwoo Mo is an assistant professor at POSTECH and an AI researcher with a decade of experience building scalable priors for perception, generation, language, and robotics. He completed a PhD in machine learning at KAIST, was a postdoc at the University of Michigan, and has collaborated with industry leaders including Google, Meta, NVIDIA, Naver, and Kakao on projects spanning self-supervision, diffusion representations, and video generation. His work focuses on embedding structural and statistical inductive biases—like scene structure and dataset uncertainty—into models to boost performance, robustness, and interpretability across complex tasks. Supported by fellowships from Samsung, Qualcomm, and the Korean AI Association, he has a consistent publication record at top venues (NeurIPS, ICLR, CVPR) including cross-domain systems such as OACon, CAST, DIGAN, and HOMER. Based in Ann Arbor and soon leading a lab at POSTECH, he combines deep theoretical insight with practical collaborations that translate priors into deployable advances.
code10 years of coding experience
bookVisiting student, Visiting student at University of California, Berkeley
bookVisiting student, Visiting student at Peking University
bookBachelor of Science (BS), Mathematics & Industrial engineering (minor), Bachelor of Science (BS), Mathematics & Industrial engineering (minor) at Pohang University of Science and Technology
bookGraduated one year earlier with honor, Graduated one year earlier with honor at Hansung Science High School
bookDoctor of Philosophy - PhD, Machine Learning, Doctor of Philosophy - PhD, Machine Learning at Korea Advanced Institute of Science and Technology
languagesKorean, English
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Github Skills (41)

discriminator10
generative-adversarial-network10
freeze10
transfer-learning10
contrastive-learning10
anomaly-detection9
novelty-detection9
machine-learning9
deep-learning9
scene8
generative8
stylegan8
pytorch8
image-synthesis8
nlg7

Programming languages (2)

Jupyter NotebookPython

Github contributions (5)

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alinlab/lookahead_pruning

Sep 2019 - Oct 2020

Contributions:12 commits, 10 pushes in 1 year 1 month
sangwoomo/FreezeD

Feb 2020 - Dec 2021

Freeze the Discriminator: a Simple Baseline for Fine-Tuning GANs (CVPRW 2020)
Contributions:13 commits, 2 PRs, 12 pushes in 1 year 9 months
pytorchfreezedeep-learningtransfer-learninggenerative-adversarial-network
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Sangwoo Mo - Assistant Professor at Pohang University of Science and Technology