الباحثون

Ying Huang

المنشورات 2

نسخة أولية وصول مفتوح

One-Step Generative Modeling via Training Dynamics Action

One-step generative models construct a static generator through iterative training-time transport. Existing transport objectives primarily assess distributional motion, although a neural generator needs to realize the requested sample displacements jointly through shared parameter updates. The training-time constructio …

نسخة أولية وصول مفتوح

Resolution as a First-Class Decision: Task-Conditioned Routing for Efficient Multimodal Large Language Models

Zhiqiang Xia, Yang Li, Xinyuan Zhang وآخرون · 2026

The inference efficiency of Multimodal Large Language Models (MLLMs) is severely constrained by massive visual token sequences induced by high-resolution inputs, with computational cost scaling quadratically. Existing approaches primarily focus on downstream token compression, while overlooking a fundamental upstream i …

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