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Preprint Oct 2026

S$^3$Geo: Structure-Semantic Synergistic Learning for Cross-View Geo-Localization

Cross-view geo-localization (CVGL) aims to estimate geographic locations by matching images captured from different viewpoints, such as drone and satellite views. Existing methods mainly rely on visual representations, but often fail to jointly model fine-grained structural correspondences and semantic priors, making t...

Zi-Qian Mo, Hill Zhang, Hao-Sheng Tan et al. · 0 citations

CODEBLOCK: Learning to Supervise Code at the Right Granularity

Experiments show that partial supervision over only about 6.9% of response tokens consistently outperforms full-token SFT across all five model settings, suggesting that effective code SFT depends not only on identifying high-value supervision, but also on allocating it at the appropriate structural granularity.

Zhi-Jie Deng, Ling Li, Jinlong Pang et al. · 1 citation
#artificial intelligence Preprint Sep 2026

AUV-Bench: Aesthetic Understanding and Generation Evaluation for User Interfaces

Multimodal foundation models are increasingly used for evaluating and generating user interfaces (UIs), often producing seemingly reasonable aesthetic judgments and visually plausible pages. However, under professional design scrutiny, their behavior can differ substantially from that of human designers. In professiona...

Zhi-Jie Deng, Ling Li, Jun-Hao Ji et al. · 0 citations

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