1-WL enhanced our understanding of the ultimate limitations of GNNs. However, it doesn't reveal similarities between graphs in the feature space. Check out our new NeurIPS paper, where we develop a continuous variant to better understand the topology of GNNs' feature space.

Check out my #NeurIPS paper “A Graphon-Signal Analysis of GNNs.” I introduce a metric on the space of graphs with node features, which reveals that the input space of GNNs has Euclidean-like properties. This allows us to derive nice analysis like generalization theorems.

🚨🚨 NeurIPS poster alert 🚨🚨 "Graph Clustering with Graph Neural Networks" Interested in simple and effective graph learning methods? Come talk to us at the poster #825 at 5PM today at #NeurIPS2023!

.Soledad Villar, assistant professor of Applied Mathematics and Statistics, just scored the U.S. National Science Foundation's Early CAREER Award! Her project, "Symmetries and Classical Physics in ML for Science and Engineering," is set to change the game with cutting-edge theories! rb.gy/erlbnp

Thank you Sole for always having the utmost faith in me and the tremendous support throughout my PhD ❤️I am so grateful for all my mentors, collaborators, friends, and family. Hello, New York City 🥳

The Center for Computational Mathematics at Flatiron Institute is hiring research fellows (postdocs) to start next year -- applications are due December 15. This would be a great position for those working in e.g. the theory/science of deep learning. apply.interfolio.com/155357

Research internships Flatiron Institute's Center for Computational Mathematics! Flatiron CCM We have many researchers working in machine learning and statistics: users.flatironinstitute.org/~lsaul/ml_ccm.… Apply here to be a summer intern: apply.interfolio.com/159678

Announcing the 3rd LoG-NYC Workshop, happening on 4/21-4/22 at Flatiron Institute! Check out our fantastic speaker lineup and event details in log-nyc.github.io. Registration required and poster submission open till 4/14 — please register here: events.simonsfoundation.org/event/90116c4e…

Free registration due today (4/14 AoE)! Come join us in Flatiron Institute for the Learning on Graph workshop on 4/21-22, featuring a fantastic line-up of speakers log-nyc.github.io/speakers/, a poster session, and receptions.