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Lukas Kuhn

1 paper indexed

arxivcs.CVcs.AI2026-07-01

LeVLJEPA: End-to-End Vision-Language Pretraining Without Negatives

Lukas Kuhn, Giuseppe Serra, Randall Balestriero, Florian Buettner

Vision-language pretraining remains dominated by contrastive objectives, whereas vision-only self-supervised learning has largely adopted non-contrastive methods. At the same time, the role of vision-language encoders has shifted: they are increasingly deployed not as zero-shot c…

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