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Contrastive Self-Supervised Learning is Just Sphere Packing! CLAMP (Contrastive Learning As Manifold Packing) recasts SSL as neural manifold packing with a physics-inspired repulsive-particle loss (like in jamming) and achieves new SOTA on ImageNet-100. arxiv.org/abs/2506.13717
Jun 18, 2025
Stefano Martiniani