Search Results for author: Reda Chhaibi

Found 4 papers, 1 papers with code

Statistical Edge Detection And UDF Learning For Shape Representation

no code implementations6 May 2024 Virgile Foy, Fabrice Gamboa, Reda Chhaibi

In this paper, we propose a method for learning UDFs that improves the fidelity of the obtained Neural UDF to the original 3D surface.

Edge Detection Representation Learning +1

Combining Statistical Depth and Fermat Distance for Uncertainty Quantification

no code implementations12 Apr 2024 Hai-Vy Nguyen, Fabrice Gamboa, Reda Chhaibi, Sixin Zhang, Serge Gratton, Thierry Giaccone

The method is applicable to any classification model as it is applied directly in feature space at test time and does not intervene in training process.

Uncertainty Quantification

Free Probability for predicting the performance of feed-forward fully connected neural networks

no code implementations1 Nov 2021 Reda Chhaibi, Tariq Daouda, Ezechiel Kahn

We present a reliable and very fast method for computing the associated spectral densities, for given architecture and initialization.

Geodesics in fibered latent spaces: A geometric approach to learning correspondences between conditions

1 code implementation16 May 2020 Tariq Daouda, Reda Chhaibi, Prudencio Tossou, Alexandra-Chloé Villani

This work introduces a geometric framework and a novel network architecture for creating correspondences between samples of different conditions.

Cannot find the paper you are looking for? You can Submit a new open access paper.