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Symmetrization of Loss Functions for Robust Training of Neural Networks in the Presence of Noisy Labels

arXiv cs.LG · 2026-05-21 Cached

This paper studies symmetrization of loss functions for robust training under label noise, introducing SGCE and alpha-MAE loss functions that interpolate between multi-class unhinged loss and Mean Absolute Error, with theoretical guarantees and competitive empirical performance.

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