Author

Rui Mao

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Preprint Sep 2026

SenseNova-U1.5: Towards Native Unified Visual Intelligence

Native unified modelling is position as a promising path towards systems that perceive, reason and create within a fully end-to-end framework through SenseNova-U1.5, an 8B-MoT native unified multimodal model that understands, reasons about, and generates visual content within an encoder-free and VAE-free architecture.

Hai-Wen Diao, Jia-Hao Wang, Chen-Jing Ding et al. · 3 citations

Preprint Aug 2026

PatchHead: Learning Spatial Patch Evidence for Generalizable AI-Generated Image Detection

Qualitative analysis suggests that PatchHead reduces class-conditional domain discrepancy, and redirects the representation from content-dominated saliency toward spatially distributed authenticity evidence, which provides a representation-level account of why spatial patch aggregation transfers more reliably across ge...

Sheng-Bo Qi, Hongyi Fang, Ben-Jia Zhou et al. · 0 citations