Search Results for author: Sergey Shirobokov

Found 2 papers, 2 papers with code

Graph Neural Networks for Link Prediction with Subgraph Sketching

1 code implementation30 Sep 2022 Benjamin Paul Chamberlain, Sergey Shirobokov, Emanuele Rossi, Fabrizio Frasca, Thomas Markovich, Nils Hammerla, Michael M. Bronstein, Max Hansmire

Our experiments show that BUDDY also outperforms SGNNs on standard LP benchmarks while being highly scalable and faster than ELPH.

Link Prediction

Black-Box Optimization with Local Generative Surrogates

1 code implementation NeurIPS 2020 Sergey Shirobokov, Vladislav Belavin, Michael Kagan, Andrey Ustyuzhanin, Atılım Güneş Baydin

To address such cases, we introduce the use of deep generative models to iteratively approximate the simulator in local neighborhoods of the parameter space.

Bayesian Optimization

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