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Sooyeon Park

2 accepted papers

2025

Are Any-to-Any Models More Consistent Across Modality Transfers Than Specialists?

ACL 2025long

Any-to-any generative models aim to enable seamless interpretation and generation across multiple modalities within a unified framework, yet their ability to preserve relationships across modalities remains uncertain. Do unified models truly achieve cross-modal coherence, or is this coherence merely…

2025

V.I.P. : Iterative Online Preference Distillation for Efficient Video Diffusion Models

ICCV 2025poster

With growing interest in deploying text-to-video (T2V) models in resource-constrained environments, reducing their high computational cost has become crucial, leading to extensive research on pruning and knowledge distillation methods while maintaining performance. However, existing distillation met…