Ridge Boosting is Both Robust and Efficient

NeurIPSSpotlight2025

Authors
David Bruns-Smith, Zhongming Xie, Avi Feller
Venue
NeurIPS 2025
Track
Spotlight

TL;DR

Estimators in statistics and machine learning must typically trade off between efficiency, having low variance for a fixed target, and distributional robustness, such as \textit{multiaccuracy}, or hav…

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Topics

robustness efficient

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