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Equivariance by Contrast: Identifiable Equivariant Embeddings from Unlabeled Finite Group Actions
EbC learns equivariant embeddings from observation pairs without relying on group-specific inductive biases, with theoretical …
Self-supervised contrastive learning performs non-linear system identification
DCL is a framework for non-linear system identification using contrastive learning.