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Byungoh Ko

2 accepted papers

2025

Captioning for Text-Video Retrieval via Dual-Group Direct Preference Optimization

EMNLP 2025

In text-video retrieval, auxiliary captions are often used to enhance video understanding, bridging the gap between the modalities. While recent advances in multi-modal large language models (MLLMs) have enabled strong zero-shot caption generation, we observe that such captions tend to be generic an

2025

Representation Shift: Unifying Token Compression with FlashAttention

ICCV 2025poster

Transformers have demonstrated remarkable success across vision, language, and video. Yet, increasing task complexity has led to larger models and more tokens, raising the quadratic cost of self-attention and the overhead of GPU memory access. To reduce the computation cost of self-attention, prior…