Authors

Ying Huang

Publications 2

Preprint Open access

One-Step Generative Modeling via Training Dynamics Action

Zhangyong Liang, Ying Huang, Haibin Ling · 2026

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 …

Preprint Open access

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

Zhiqiang Xia, Yang Li, Xinyuan Zhang et al. · 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 …

Co-authors