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Mingue Park

2 accepted papers

2026

PairFlow: Closed-Form Source-Target Coupling for Few-Step Generation in Discrete Flow Models

ICLR 2026poster

We introduce $\texttt{PairFlow}$, a lightweight preprocessing step for training Discrete Flow Models (DFMs) to achieve few-step sampling without requiring a pretrained teacher. DFMs have recently emerged as a new class of generative models for discrete data, offering strong performance. However, the…

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2026

Token Warping Helps MLLMs Look from Nearby Viewpoints

CVPR 2026

Can warping tokens, rather than pixels, help multimodal large language models (MLLMs) understand how a scene appears from a nearby viewpoint? While MLLMs perform well on visual reasoning, they remain fragile to viewpoint changes, as pixel-wise warping is highly sensitive to small depth errors and of

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