Doyup Lee

Research Scientist in AI

New York, New York, United States
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Summary

👤
Senior
🎓
Top School
Doyup Lee is a research scientist in AI with eight years of experience building foundation models and generative media systems, currently based in New York. He has been a core contributor to Runway’s Gen-3 and Gen-4 flagship products and led applied research teams at Kakao Brain focused on large-scale generative models for images, video, and 3D assets. His research blends representation learning, implicit neural representations, and agentic software to amplify creative processes and media AI. Trained through a PhD track at POSTECH, he has a strong background in multimodal and low-label learning, spatiotemporal forecasting, and robustness for visual models. Doyup pairs hands-on product impact with deep academic rigor, often translating advanced generative techniques into production-facing systems. An interesting through-line is his consistent focus on bridging creative workflows and foundational model research, aiming to make generative AI both practical and artistically expressive.
code8 years of coding experience
job7 years of employment as a software developer
bookMS/Ph.D, Convergence IT Engineering, MS/Ph.D, Convergence IT Engineering at Pohang University of Science and Technology
bookBachelor of Science (BS), Industrial Management Engineering, Bachelor of Science (BS), Industrial Management Engineering at 포항공과대학교
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Github Skills (113)

anomaly-detection10
python10
semi-supervised-learning10
deep-learning10
gpu10
gpu-acceleration10
acceleration10
numpy10
neural-network10
computer-vision10
tensor10
image-resolution10
decomposition10
tensorflow10
supervised-learning10

Programming languages (4)

TypeScriptC++Jupyter NotebookPython

Github contributions (5)

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LeeDoYup/RobustSTL

Feb 2019 - Jun 2020

Unofficial Implementation of RobustSTL: A Robust Seasonal-Trend Decomposition Algorithm for Long Time Series (AAAI 2019)
Contributions:9 commits, 4 PRs, 7 pushes in 1 year 4 months
pytorchdecompositiondeep-learningdecomposition-algorithmseasonal
LeeDoYup/CapsNet-tf

Jan 2018 - Dec 2019

Tensorflow, Capsule Networks, Dynamic Routing between capsules
Contributions:32 commits, 2 PRs, 28 pushes in 1 year 11 months
capsule-networksdynamic-networksroutingcapsulecapsules
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Doyup Lee - Research Scientist in AI