Data-Efficient Learning via Clustering-Based Sensitivity Sampling: Foundation Models and Beyond

Kyriakos Axiotis; Vincent Cohen-Addad; Monika Henzinger; Sammy Jerome; Vahab Mirrokni; David Saulpic; David Woodruff; Michael Wunder

2024 ICML ICML 2024

Data-Efficient Learning via Clustering-Based Sensitivity Sampling: Foundation Models and Beyond

Abstract

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Authors

Kyriakos Axiotis, Vincent Cohen-Addad, Monika Henzinger, Sammy Jerome, Vahab Mirrokni, David Saulpic, David Woodruff, Michael Wunder

Topics

Artificial Intelligence > Core AI > Foundation Models Machine Learning > Core Methods > Representation Learning Machine Learning > Application Areas > Efficient Computing

Keywords

k-means clustering leverage score sampling sensitivity sampling embedding representation fine-tuning foundation models holder continuous

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