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M. Yassine

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Review Jul 2026

Interpretable Human-Label-Free Deep Learning for Real-Bogus Classification with Uncertainty Quantification

The results show that injection-driven, weakly supervised training can enable scalable and consistent Real-Bogus classification without human-labeled training data while providing calibrated uncertainties, and achieves competitive calibration relative to more expensive ensemble baselines.

Raphaël Bonnet-Guerrini, B. S'anchez, D. Fouchez et al. · 1 citation