Author

Xin Jin

Westlake University

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Review Jul 2026

OmniOpt: Taxonomy, Geometry, and Benchmarking of Modern Optimizers

OmniOpt supplies the research community with an operational coordinate system for selecting optimizers under explicit mechanism and objective assumptions, and charts a direction for the future development of the optimizer community.

Siyuan Li, Jiabao Pan, Yumou Liu et al. · 0 citations

Preprint Jul 2026

AGVBench: A Reliability-Oriented Benchmark of Data Augmentation for Vein Recognition

Vein recognition is a secure biometric technology often constrained by limited annotated data and imaging variations. While data augmentation mitigates this, strategies designed for natural images may disrupt the fine-grained topology and textures essential for identity discrimination. We present AGVBench, which evalua...

Haiyang Li, Yuming Fu, Qun Song et al. · 0 citations