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Kohaku BlueLeaf

Shih-Ying Yeh 葉適穎

CS master's student at National Tsing Hua University in Taiwan. Published at ICLR 2024 (LyCORIS) and ICLR 2026 (TIPO).

I research and build AI systems end-to-end — from neural network training and GPU kernels to infrastructure, databases, RAG frameworks, and agent systems.

Leading Kohaku Lab, a virtual open-source research lab. Currently exploring VAE/AE/VQ-VAE architectures for generative modeling, building agent frameworks (KohakuTerrarium), and playing with AI board game engines. Everything we build is 100% open access.

"AI art should look like AI, not humans."
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Recent Projects

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Recent Publications

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TIPO: Text to Image with Text Presampling for Prompt Optimization

ICLR2026
Shin-Ying Yeh, YI LI, Sang-Hyun Park, Giyeong Oh, Xuehai Wang, Min Song, Youngjae Yu, Shang-Hong Lai

ImagenWorld: Stress-Testing Image Generation Models with Explainable Human Evaluation on Open-ended Real-World Tasks

ICLR2026
Samin Mahdizadeh Sani, Max Ku, Nima Jamali, Matina Mahdizadeh Sani, Paria Khoshtab, Wei-Chieh Sun, Parnian Fazel, Zhi Rui Tam, Thomas Chong, Edisy Kin Wai Chan, Donald Wai Tong Tsang, Chiao-Wei Hsu, Lam Ting Wai, Ho Yin Sam Ng, Chiafeng Chu, Chak-Wing Mak, Keming Wu, Hiu Tung Wong, Yik Chun Ho, Chi Ruan, Zhuofeng Li, I-Sheng Fang, Shih-Ying Yeh, Ho Kei Cheng, Ping Nie, Wenhu Chen
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Open Source Contributor

@ Kohaku Lab
Apr 2023 - Present| Remote / GitHub| Volunteer

Developed and maintained open-source projects related to computer vision and AI. Included personal project such as LyCORIS, TIPO, PixelOE, HakuLatent and more, and community projects such as stable-diffusion-webui, sd-scripts and more.

PythonNeural NetworkOpen Source
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ML/NN Engineer (Part-time)

@ Comfy Org
Mar 2025 - present| Remote| 500 USD/week

Collaborated with comfy team to improve the usability and performance of Comfy UI eco system. Mainly working on lora-related system such as lora loader, weight patcher and trainer.

PythonPyTorchOpen SourceGenerative AI
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ML Engineer

@ Apple
Jul 2024 - Nov 2024| Remote| 70 USD/hour

Collaborate with research team in Apple Inc. to explore the possibility of new form dataset. The works: "Graph-Based Captioning: Enhancing Visual Descriptions by Interconnecting Region Captions" have published on Arxiv and Apple official github.

PythonPyTorchDatasetGenerative AIResearch

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