CurvSSL augments Barlow Twins-style SSL with a curvature alignment loss computed from k-nearest-neighbor cosine scores on the unit hypersphere, yielding competitive linear evaluation accuracy on MNIST and CIFAR-10.
H., Ghojogh, B., and Fieguth, P
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2025 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
Self-Supervised Learning by Curvature Alignment
CurvSSL augments Barlow Twins-style SSL with a curvature alignment loss computed from k-nearest-neighbor cosine scores on the unit hypersphere, yielding competitive linear evaluation accuracy on MNIST and CIFAR-10.