Code for Fast as CHITA: Neural Network Pruning with Combinatorial Optimization

Flexible and Scalable Tree Ensemble Learning

Grouped Variable Selection using L0 Regularization

DeepWeather is a deep learning tool that improves weather forecasting accuracy by analyzing satellite images.

Clear-GAN: Cloud Removal in Satellite Imagery via Cyclic Multispectral Generative Adversarial Networks

Certified Patch Robustness via Smoothed Vision Transformers

A framework for analyzing computer vision models with simulated data

Official repository for our NeurIPS 2021 paper "Unadversarial Examples: Designing Objects for Robust Vision"

A collection of research papers on decision, classification and regression trees with implementations.

Solves the best subset selection problem

Google Research

Code for our NeurIPS 2019 *spotlight* "Provably Robust Deep Learning via Adversarially Trained Smoothed Classifiers"

NumPy aware dynamic Python compiler using LLVM

A curated list of awesome Machine Learning frameworks, libraries and software.

R package for "sum of single effects" regression.

A state estimation algorithm for switched non-linear systems with unknown switching signal implemented based on the paper "Optimal Data Rate for State Estimation of Switched Nonlinear Systems" by H…

Rcpp integration for the Armadillo templated linear algebra library

Armadillo: fast C++ library for linear algebra & scientific computing - https://arma.sourceforge.net

Tools for robust formulations of GPs and SPs.

Efficient Algorithms for L0 Regularized Learning