Get our free extension to see links to code for papers anywhere online!

Chrome logo Add to Chrome

Firefox logo Add to Firefox

Picture for Aleksandar Bojchevski

Efficient Robustness Certificates for Discrete Data: Sparsity-Aware Randomized Smoothing for Graphs, Images and More


Aug 29, 2020
Aleksandar Bojchevski, Johannes Klicpera, Stephan G├╝nnemann

* Proceedings of the 37th International Conference on Machine Learning (ICML 2020) 

  Access Paper or Ask Questions

Scaling Graph Neural Networks with Approximate PageRank


Jul 03, 2020
Aleksandar Bojchevski, Johannes Klicpera, Bryan Perozzi, Amol Kapoor, Martin Blais, Benedek R├│zemberczki, Michal Lukasik, Stephan G├╝nnemann

* Published as a Conference Paper at ACM SIGKDD 2020 

  Access Paper or Ask Questions

Certifiable Robustness to Graph Perturbations


Oct 31, 2019
Aleksandar Bojchevski, Stephan G├╝nnemann

* 33rd Conference on Neural Information Processing Systems (NeurIPS 2019), Vancouver, Canada 

  Access Paper or Ask Questions

Pitfalls of Graph Neural Network Evaluation


Nov 14, 2018
Oleksandr Shchur, Maximilian Mumme, Aleksandar Bojchevski, Stephan G├╝nnemann


  Access Paper or Ask Questions

Personalized Embedding Propagation: Combining Neural Networks on Graphs with Personalized PageRank


Oct 14, 2018
Johannes Klicpera, Aleksandar Bojchevski, Stephan G├╝nnemann


  Access Paper or Ask Questions

Adversarial Attacks on Node Embeddings


Sep 14, 2018
Aleksandar Bojchevski, Stephan G├╝nnemann


  Access Paper or Ask Questions

Dual-Primal Graph Convolutional Networks


Jun 03, 2018
Federico Monti, Oleksandr Shchur, Aleksandar Bojchevski, Or Litany, Stephan G├╝nnemann, Michael M. Bronstein


  Access Paper or Ask Questions

NetGAN: Generating Graphs via Random Walks


Jun 01, 2018
Aleksandar Bojchevski, Oleksandr Shchur, Daniel Z├╝gner, Stephan G├╝nnemann

* ICML 2018 

  Access Paper or Ask Questions

Deep Gaussian Embedding of Graphs: Unsupervised Inductive Learning via Ranking


Feb 27, 2018
Aleksandar Bojchevski, Stephan G├╝nnemann

* ICLR 2018 
* Updated: ICLR 2018 camera-ready version 

  Access Paper or Ask Questions