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Pietro Gori

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#machine learning Preprint Sep 2026

Geometric-to-Semantic Spherical Transfer Learning for Cortical Sulci Labeling

A Geometric-to-Semantic Spherical Transfer Learning framework that outperforms fully supervised baselines trained from scratch on variable and tertiary sulci, confirming that learning the cortex shape is highly beneficial for identifying its rarest parts.

Saeb Tounsi, J. Chavas, Pietro Gori et al. · 0 citations

Representation learning of human cortical folding to reveal long lasting neurodevelopmental signatures.

Champollion, a self-supervised learning framework that learns interpretable local representations of cortical folding from structural MRI, is introduced, establishing cortical folding as a rich and largely untapped source of neurodevelopmental information.

Julien Laval, R. Guiavarch, Antoine Dufournet et al. · 1 citation
#artificial intelligence Preprint Aug 2026

Counterfactual Contrastive Analysis

Visual Counterfactual Explanations (VCEs) aim to explain image classifiers by generating minimally edited and realistic versions of an input image that change the classifier's prediction. Existing VCE methods are inherently classifier-dependent and therefore susceptible to classifier biases and failure modes, such as s...

Yunlong He, Pietro Gori · 0 citations

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