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Zian Wang

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Preprint Sep 2026

AniPrO: Interpretable Anime Image Provenance Detection via Multi-Dimensional Semantic Reasoning

As generative AI becomes increasingly used in anime-style image creation, distinguishing human-drawn, AI-inpainted, and text-to-image images is important for copyright attribution, visual provenance, and content governance. Existing AI-generated image detectors mainly target real-world photographs and often overlook an...

Yan Liu, Bao-Xiang Huang, Zian Wang et al. · 0 citations
Preprint Sep 2026

Learning Continuous Source Responses For Generalizable AI-Generated Image Detection

Advances in image generation have made synthetic images increasingly difficult to distinguish from real photographs, raising concerns about the trustworthiness of visual media. Existing AI-generated image detectors often perform well on in-domain data, but their robustness and cross-generator generalization remain limi...

Man-Ni Cui, Rui-Qi Liu, Zi-Jian Yu et al. · 0 citations
Jul 2026

GlobalForge: Towards Robust AI-Generated Image Detection

The proposed GlobalForge improves average BAcc on 8 in-the-wild benchmark groups by $\mathbf{5.89\%}$ over the previous state-of-the-art, and is clearly ahead of representative baselines on RealDeg-Bench under both single and compound degradations.

Manni Cui, Ruiqi Liu, Dianyuan Zou et al. · 0 citations
Jul 2026

SANA-Video 2.0: Hybrid Linear Attention with Attention Residuals for Efficient Video Generation

This work introduces SANA-Video 2.0, a hybrid video diffusion transformer instantiated at 5B and 14B scales under a unified architecture that recovers softmax-level expressiveness at substantially reduced cost, unlocking scalable long, high resolution video generation.

Junsong Chen, Jincheng Yu, Yitong Li et al. · 1 citation · ⚡1

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