Author

Jianming Lv

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Jul 2026

AspectCLIP: Optimizing CLIP Representation Space via Aspect-Guided Consistency Regularization

This work proposes AspectCLIP, a framework that reformulates consistency regularization to respect this one-to-many structure, and demonstrates that AspectCLIP consistently outperforms traditional methods and achieves a more structured representation space.

Yi-Yan Yao, Shanglin Liu, Jianming Lv et al. · arXiv.org · 0 citations