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Author

Minseo Kim

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Preprint Oct 2026

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

Autoregressive video models can generate minute-long videos in real time, but they produce generic subjects from text rather than specific subjects from user-provided images. Existing customization methods either require costly per-subject optimization or use pretrained conditioning networks that jointly process all vi...

Yunseung Ok, Hyunsoo Kim, Minseo Kim et al. · 0 citations
#artificial intelligence Preprint Oct 2026

Before It Fades: Reinforcing Temporal Representations at Inference Time in VideoLLMs

Video Large Language Models (VideoLLMs) receive frames in sequential order and interpret how visual content evolves along the temporal axis, yet temporal reasoning remains a persistent weakness across architectures. Reversing the frame order of a video, a transformation that should invert temporal answers, often leaves...

Youngwoo Shin, Yusung Ro, Minseo Kim et al. · 0 citations

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