Hypersolid: Emergent Vision Representations via Short-Range Repulsion.

arXiv:2601.21255v3 Announce Type: replace-cross Abstract: A central problem in self-supervised learning is preventing representation collapse. Most methods avoid it through global mechanisms, such as contrastive expansion, variance constraints, decorrelating d