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"I don't know!": Teaching neural networks to abstain with the HALO-Loss. [R]

Reddit r/MachineLearningΒ·April 14, 2026
"I don't know!": Teaching neural networks to abstain with the HALO-Loss. [R]

This research introduces HALO-Loss, a novel method for training neural networks to abstain from making predictions when uncertain. It allows models to express "I don't know" rather than providing potentially incorrect answers, improving reliability.

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