A simple software for constructing artificial binary microstructures in 2D or 3D

Train a neural network in feature and lazy regimes on a regression task defined on the hyper-sphere.

Official reproducible material for Conditional Image Prior for Uncertainty Quantification in Full Waveform Inversion

Implementation of microtexture inpainting method using a probabilistic model.

Source code for the paper: "Gaussian Random Fields as an Abstract Representation of Patient Metadata for Multimodal Medical Image Segmentation"

Deep Gaussian Markov Random Fields and their extensions

Code for "Measuring the substructure mass power spectrum of 23 SLACS strong galaxy-galaxy lenses with convolutional neural networks"

Simulation algorithm for non-stationary multivariate space-time Gaussian random fields based on Gaussian Mixtures

mlq4st : Machine Learning Quantile regression for Space-Time processes

Code for reproducing the results of the paper "A class of modular and flexible covariate-based covariance functions for nonstationary spatial modeling"

Spring 2021 - Automation of Scientific Research - course project

A few proofs and examples related to ML/Prob and Optimisation

Simulate the correlated stochastic noise in multiple-spin shuttling problem.

A package to generate fast exact multivariate Gaussian fields with flexible covariance structures

Fast and exact simulation of multivariate Gaussian Random Fields (GRFs) using circulant embedding and FFT-based spectral methods.

Implementation of Multigrid Monte Carlo for posterior sampling in spatial statistics

Source code for the paper: "Multimodal HarDNet for Enhanced Weakly Supervised Chronic Wound Segmentation"