الباحثون

Berker Demirel

المنشورات 1

نسخة أولية وصول مفتوح

$λ$-JEPA Spectral Anti-Collapse Regularization for Self-Supervised Learning

Joint-embedding self-supervised learning typically combines an invariance objective across augmented views with additional mechanisms to prevent representational collapse. These objectives are often applied after a projection head, while downstream tasks use the backbone representation before the projector. We find tha …

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