publications

*: equal contribution, †: equal advising. See also my Google Scholar profile.

Custom Forcing: Training-Free Subject Customization for Autoregressive Video Generation Preprint

Custom Forcing: Training-Free Subject Customization for Autoregressive Video Generation

Yunseung Ok*, Hyunsoo Kim*, Minseo Kim, Suhyun Kim†

Preprint (*: equal contribution, †: corresponding author)

arXiv project page
Consistency-Preserving Concept Erasure via Unsafe-Safe Pairing and Directional Fisher-weighted Adaptation NeurIPS 2026

Consistency-Preserving Concept Erasure via Unsafe-Safe Pairing and Directional Fisher-weighted Adaptation

Yongwoo Kim*, Sungmin Cha*, Hyunsoo Kim, Jaewon Lee, Donghyun Kim

Proceedings of Neural Information Processing Systems (NeurIPS), 2026. (*: equal first authorship)

arXiv
Correlation-Weighted Multi-Reward Optimization for Compositional Generation ECCV 2026

Correlation-Weighted Multi-Reward Optimization for Compositional Generation

Jungmyung Wi, Hyunsoo Kim, Donghyun Kim

European Conference on Computer Vision (ECCV), 2026.

arXiv code project page
Self-Improving Diffusion Classifiers with Minority Preference Optimization ECCV 2026

Self-Improving Diffusion Classifiers with Minority Preference Optimization

Hyunsoo Kim*, Jungmyung Wi*, Soobin Um, Donghyun Kim†, Suhyun Kim†

European Conference on Computer Vision (ECCV), 2026. (*: equal contribution, †: equal advising)

arXiv code project page
When Model Knowledge meets Diffusion Model: Diffusion-assisted Data-free Image Synthesis with Alignment of Domain and Class ICML 2025

When Model Knowledge meets Diffusion Model: Diffusion-assisted Data-free Image Synthesis with Alignment of Domain and Class

Yujin Kim*, Hyunsoo Kim*, Hyunwoo J. Kim, Suhyun Kim

International Conference on Machine Learning (ICML), 2025. (*: equal contribution)

arXiv project page
Difference Inversion: Interpolate and Isolate the Difference with Token Consistency for Image Analogy Generation CVPR 2025

Difference Inversion: Interpolate and Isolate the Difference with Token Consistency for Image Analogy Generation

Hyunsoo Kim, Donghyun Kim†, Suhyun Kim†

IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2025. (†: equal advising)

arXiv project page