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Author

Tillmann Rheude

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Jul 2026

Beyond Objective Expressivity: Geometry Preservation in Multimodal Contrastive Learning

This work introduces geometry-preserving encoders (GPEs) by directly conditioning the Jacobian through regularization and demonstrating that simple modifications like LeakyReLU activations and residual paths recover these geometric benefits.

Tillmann Rheude, R. Eils, B. Wild · 0 citations

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