"surrogate loss functions" Papers

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Improved Balanced Classification with Theoretically Grounded Loss Functions

Corinna Cortes, Mehryar Mohri, Yutao Zhong

NEURIPS 2025arXiv:2512.23947

Is the acquisition worth the cost? Surrogate losses for Consistent Two-stage Classifiers

florence regol, Joseph Cotnareanu, Theodore Glavas et al.

NEURIPS 2025spotlight

$H$-Consistency Guarantees for Regression

Anqi Mao, Mehryar Mohri, Yutao Zhong

ICML 2024arXiv:2403.19480

Exploiting Human-AI Dependence for Learning to Defer

Zixi Wei, Yuzhou Cao, Lei Feng

Regression with Multi-Expert Deferral

Anqi Mao, Mehryar Mohri, Yutao Zhong

ICML 2024spotlightarXiv:2403.19494