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F. Pernici

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#machine learning Preprint Sep 2026

Spherical Interpolation for Backward-Compatible Multimodal Representations

Contrastive vision-language models map visual and textual representations into a shared normalized embedding space, making cosine similarity the natural metric for cross-modal retrieval. A practical challenge arises during model upgrades: independently trained models generally produce incompatible representation spaces...

Simone Ricci, Niccoló Biondi, F. Pernici · 0 citations

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