InfoNCE Loss Provably Learns Cluster-Preserving Representations

Advait Parulekar, Liam Collins, Karthikeyan Shanmugam, Aryan Mokhtari, Sanjay Shakkottai. InfoNCE Loss Provably Learns Cluster-Preserving Representations. In Gergely Neu, Lorenzo Rosasco, editors, The Thirty Sixth Annual Conference on Learning Theory, 12-15 July 2023, Bangalore, India. Volume 195 of Proceedings of Machine Learning Research, pages 1914-1961, PMLR, 2023. [doi]

Abstract

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