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]

@inproceedings{ParulekarCSMS23,
  title = {InfoNCE Loss Provably Learns Cluster-Preserving Representations},
  author = {Advait Parulekar and Liam Collins and Karthikeyan Shanmugam and Aryan Mokhtari and Sanjay Shakkottai},
  year = {2023},
  url = {https://proceedings.mlr.press/v195/parulekar23a.html},
  researchr = {https://researchr.org/publication/ParulekarCSMS23},
  cites = {0},
  citedby = {0},
  pages = {1914-1961},
  booktitle = {The Thirty Sixth Annual Conference on Learning Theory, 12-15 July 2023, Bangalore, India},
  editor = {Gergely Neu and Lorenzo Rosasco},
  volume = {195},
  series = {Proceedings of Machine Learning Research},
  publisher = {PMLR},
}