Nashville AI/ML Reading Group

👋 Welcome to Nashville’s AI/ML Reading Group!
Hi everyone, this week’s meeting has been moved to next week on Thursday. See y’all next week!

SEMI-SUPERVISED CLASSIFICATION WITH GRAPH CONVOLUTIONAL NETWORKS

Abstract: We present a scalable approach for semi-supervised learning on graph-structured data that is based on an efficient variant of convolutional neural networks which operate directly on graphs. We motivate the choice of our convolutional architecture via a localized first-order approximation of spectral graph convolutions. Our model scales linearly in the number of graph edges and learns hidden layer representations that encode both local graph structure and features of nodes. In a number of experiments on citation networks and on a knowledge graph dataset we demonstrate that our approach outperforms related methods by a significant margin.

🔗 Meeting link

Google Link: https://meet.google.com/swk-qjjn-miu

📄 Paper in review

Title: Semi-Supervised Classification Within Graph Convolutional Networks

Authors: Thomas N. Kipf, Max Welling
Link: Paper Link

Presenter: Alexy Skoutnev

See you Thursday!

Best regards,
Alexy Skoutnev
Organizer, Nashville AI/ML Reading Group