Author

Nannan Wang

2 papers indexed here

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Preprint Oct 2026

Any Forcing: Any-Step Generality and One-Step Stability for Autoregressive Video Generation

Autoregressive video generation enables efficient inference through streaming prediction. However, existing methods are typically restricted to fixed sampling steps, limiting the flexibility to balance generation quality and efficiency, while one-step generation suffers from degraded visual quality and error accumulati...

Jia-Hua Xu, Yi-Jie Fang, Nan-Nan Wang et al. · 0 citations

Jul 2026

Efficient Difficulty-Aware Dynamic Routing for Diffusion-Based Real-World Image Super-Resolution

A Difficulty-aware Dynamic Routing (DDR) strategy that overcomes the rigid, one-size-fits-all processing paradigm for Real-ISR approaches, and builds a set of Real-ISR networks with varying model capacities by modulating the spatial downsampling ratio of the VAE in the SD backbone.

Xue Wu, Kang Zhao, Ka-Feng Wang et al. · arXiv.org · 0 citations