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Eugene Berta

@eberta.bsky.social
76 followers 102 following 13 posts

PhD student at INRIA Paris. Working on calibration of machine learning classifiers.

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Eugene Berta @eberta.bsky.social · 13/11/2025
Still using temperature scaling? With @dholzmueller.bsky.social, Michael I. Jordan and @bachfrancis.bsky.social we argue that with well designed regularization, more expressive models like matrix scaling can outperform simpler ones across calibration set sizes, data dimensions, and applications.
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Eugene Berta @eberta.bsky.social · 03/02/2025
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Eugene Berta @eberta.bsky.social · 03/02/2025
Early stopping on validation loss? This leads to suboptimal calibration and refinement errors—but you can do better! With @dholzmueller.bsky.social, Michael I. Jordan, and @bachfrancis.bsky.social, we propose a method that integrates with any model and boosts classification performance across tasks.
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