Author

Jing Lyu

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Preprint Sep 2026

All-in-One Multilingual Scene Text Recognition with Script-aware Mixture-of-Experts

This work constructs TextMuSS-10M, a large-scale synthetic scene text dataset spanning 10 scripts and 229 languages and proposes ScriptMoE, a script-aware Mixture-of-Experts (MoE) architecture that achieves the highest accuracy and is simpler than per-language experts, lighter than VLMs, and more accurate than both.

Xing-Song Ye, Yong-Kun Du, Jia-Xin Zhang et al. · 1 citation

Jul 2026

FVAttn: Adaptive Sparse Attention with Runtime Load Balancing for Video Generation

This work presents \method, a training-free sparse-attention system that improves the distributed execution efficiency of adaptive sparse attention under multi-GPU sequence parallelism.

Hao Liu, Chenghua Huang, Ye Huang et al. · arXiv.org · 0 citations

Jul 2026

Cognitive-structured Multimodal Agent for Multimodal Understanding, Generation, and Editing

A Cognitive-structured Multimodal Agent that externalizes visual information into an Episodic Visual Memory and selectively reactivates relevant episodes during reasoning is proposed, enabling reinforcement learning to optimize abstraction and retrieval policies.

Feng Wang, Canmiao Fu, Zhipeng Huang et al. · arXiv.org · 0 citations