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News/Quantifying the Uncertainty of Foundation Models with Singular Value Ensembles
arxiv
PublishedJune 1, 2026 at 4:00 AM
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Quantifying the Uncertainty of Foundation Models with Singular Value Ensembles

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arXiv:2601.22068v2 Announce Type: replace Abstract: Foundation models have become a dominant paradigm in machine learning, achieving remarkable performance across diverse tasks through large-scale pretraining. However, they often yield overconfident, uncalibrated predictions. The standard approach t

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