Author

S. Messoudi

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#artificial intelligence Preprint Sep 2026

Scaling-Score Conformal Prediction for Multi-Target Regression

The scaling-score conformal method is proposed, which is model-agnostic (requires only component-wise absolute residuals), uses a single calibration set, and yields four nested output types: an outer rectangle with valid joint coverage, the exact set R $\alpha$ , a staircase over approximation of R $\alpha$ , and an in...

Sylvain Rousseau, S. Messoudi · 0 citations

#machine learning Jun 2026

SPACR: Single-Pass Adaptive Training of Uncertainty-Aware Conformal Regressors

SPACR (Single-Pass Adaptive Conformal Regressor), a novel method for directly training uncertainty-aware regressors within a differentiable loss, jointly optimizes accuracy, efficiency, and validity without batch-splitting or a predefined confidence level during training.

S. Messoudi, Sylvain Rousseau, Sébastien Destercke · arXiv.org · 0 citations