gear

algorithms

My collection of algorithms (mostly graph)

convex_adversarial

A method for training neural networks that are provably robust to adversarial attacks.

AS-GCN

tensorflow-as-gcn

coreutils

Cross-platform Rust rewrite of the GNU coreutils

DGI

Deep Graph Infomax (https://arxiv.org/abs/1809.10341)

DGP

Rethinking Knowledge Graph Propagation for Zero-Shot Learning, in CVPR 2019

gnn-meta-attack

Implementation of the paper "Adversarial Attacks on Graph Neural Networks via Meta Learning".

GraKeL

A scikit-learn compatible library for graph kernels

graph-datasets

Dataset and pytorch loaders for graphs

graph_cert

Certifiable Robustness to Graph Perturbations

GraphSAGE

Representation learning on large graphs using stochastic graph convolutions.

homlib

Homomorphism Counting Algorithm

lab

🧪 Organize Machine Learning Experiments

LanczosNetwork

Lanczos Network, Graph Neural Networks, Deep Graph Convolutional Networks, Deep Learning on Graph Structured Data, QM8 Quantum Chemistry Benchmark, ICLR 2019

Laplacians.jl

Algorithms inspired by graph Laplacians: linear equation solvers, sparsification, clustering, optimization, etc.

learn_p5js

My p5.js projects

molecule-chef

Code for our paper "A Model to Search for Synthesizable Molecules" (https://arxiv.org/abs/1906.05221)

netgan

Implementation of the paper "NetGAN: Generating Graphs via Random Walks".

nettack

Implementation of the paper "Adversarial Attacks on Neural Networks for Graph Data".

node-classification-dataset

data set for node classification task

phd-presentation

All presentations in my phd

powerful-gnns

How Powerful are Graph Neural Networks?

py-graph

A python package for graph kernels.

pytorch_geometric

Geometric Deep Learning Extension Library for PyTorch

Ring-GNN

robust-gcn

Implementation of the paper "Certifiable Robustness and Robust Training for Graph Convolutional Networks".

robustness

A library for experimenting with, training and evaluating neural networks, with a focus on adversarial robustness.

sacred

Sacred is a tool to help you configure, organize, log and reproduce experiments developed at IDSIA.

sympy

A computer algebra system written in pure Python

WWL