Heavy-Tailed Class Imbalance and Why Adam Outperforms Gradient Descent on Language Models

Item #:

079017-0948

Details

DOI: https://doi.org/10.52202/079017-0948
Author(s): Alberto Bietti, Frederik Kunstner, Alan Milligan, Mark Schmidt, Robin Yadav
Pages: 30106-30148 (43 pages)
Format: PDF Paper Download
Conference: Advances in Neural Information Processing Systems 37
Date/Location: Held 10-15 December 2024, Vancouver, Canada.
Series: Advances in Neural Information Processing Systems 37
Publisher: Neural Information Processing Systems Foundation, Inc. (NeurIPS)

DOI: https://doi.org/10.52202/079017-0948
Author(s): Alberto Bietti, Frederik Kunstner, Alan Milligan, Mark Schmidt, Robin Yadav
Pages: 30106-30148 (43 pages)
Format: PDF Paper Download
Conference: Advances in Neural Information Processing Systems 37
Date/Location: Held 10-15 December 2024, Vancouver, Canada.
Series: Advances in Neural Information Processing Systems 37
Publisher: Neural Information Processing Systems Foundation, Inc. (NeurIPS)