Xavier Gonzalez's repositories
cfos
Semi-NMF for cFos data
blip_sims
Simulations for BLiP paper.
conformal
Tools for conformal inference in regression
cheatsheets
Quick lookup documents for commonly used tools
beta_shapley
Beta Shapley: a Unified and Noise-reduced Data Valuation Framework for Machine Learning (AISTATS 2022 Oral)
StemGNN
Spectral Temporal Graph Neural Network (StemGNN in short) for Multivariate Time-series Forecasting
ifl-tpp
Implementation of "Intensity-Free Learning of Temporal Point Processes" (Spotlight @ ICLR 2020)
Beta-VAE
Pytorch implementation of β-VAE
smoothing
Provable adversarial robustness at ImageNet scale
neural-tangents
Fast and Easy Infinite Neural Networks in Python
geotorch
A library for constrained optimization and manifold optimization for deep learning
DataShapley
Data Shapley: Equitable Valuation of Data for Machine Learning
Symbolic-Metamodeling
Code for the NeurIPS 2019 paper: "Demystifying Black-box Models with Symbolic Metamodels", by A. M. Alaa and M. van der Schaar.
ci_demo
Demonstration of setting up continuous integration for a Python project
metro
Metropolized knockoff sampling
stiefel_networks
Exploring the expressive power of neural networks with linearities constrained to the Steifel manifold.
cqr
Conformalized Quantile Regression
counterfactual
Counterfactual modeling, evaluation and fairness
biopython
Official git repository for Biopython (converted from CVS)
Optimization-on-Stiefel-Manifold-via-Cayley-Transform
Efficient Riemannian Optimization on Stiefel Manifold via Cayley Transform
pytorch-hessian-eigenthings
Efficient PyTorch Hessian eigendecomposition using the Hessian-vector product and stochastic power iteration
bert
TensorFlow code and pre-trained models for BERT
pytorch-cifar-models
3.41% and 17.11% error on CIFAR-10 and CIFAR-100
msigdb_decomp
Different NMF algorithms