Author

Xiaowen Ma

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Preprint Aug 2026

MotionCraft: Latent World Modeling with Sparse Attention for Visual Upscaling

MotionCraft is presented, a controllable VSR framework that formulates restoration as motion-aware latent state prediction inspired by world models and integrates adaptive sparse attention with an explicit user-accessible control interface to deliver temporally consistent, high-quality reconstructions under streaming constraints.

Rong Fu, Chunlei Meng, Yangcheng Zeng et al. · 0 citations

Preprint Jul 2026

Degeneracy-Guided List Compression for Greedy Graph Coloring

P-SAPST Lite replaces peeling with a degree order and provides a lower latency order choice within the same framework and complements edge oblivious streaming APST by addressing an offline regime in which structural plans can be reused.

Rong Fu, Yongtai Liu, Xiaowen Ma et al. · 0 citations