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Author

Pankaj Nathani

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Jul 2026

Controlling Embedding Spaces with Text-Conditioned Transformations

This work proposes a text-conditioned transformation of visual embeddings that makes such attributes explicitly accessible and provides a unified and efficient framework for controlling embedding spaces, demonstrating state-of-the-art performance across both attribute-based retrieval and multi-attribute organization ta...

Joseph Fioresi, Fabian Caba Heilbron, Pankaj Nathani et al. · 0 citations

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