Ever wanted to try topological deep learning but felt overwhelmed by the complexity? 👉 Meet TopoTune: a plug-and-play framework that turns any graph neural networks into a topological one! Mathilde Papillon🦋 mathildepapillon .bsky .social Guillermo Bernárdez Claudio Battiloro 🦋 @clabat9.bsky.social Geometric Intelligence Lab Real AI @ UCSB UCSB ECE

Gorgeous tutorial from Mathilde! Check it out!

Our illustrated guide to non-Euclidian ML is finally published! Check it out for ⭐️ gorgeous figures (with new additions!) on topology, algebra, and geometry in the field ⭐️ broken down tables for easy reading ⭐️ accessible text, additional refs, and more iopscience.iop.org/article/10.108…

Thrilled to see our illustrated guide to non-Euclidean ML officially out! Beautiful figures, clear breakdowns, and tons of context. Grateful to be a co–first author on this 🎇🎆

In the 20th century, non-Euclidean geometry transformed how we model the world with pen&paper. Now, it disrupts how we model the world w machines👇 Mathilde Papillon🦋 mathildepapillon .bsky .social Sophia Sanborn Johan Mathe Louisa Cornelis Abby Bertics Buracas Hansen Lillemark Christian Shewmake Fatih Dinc Pennec

Interested in how geometric intelligence emerges in brains and machines? 🧠➗🤖 I joined Anita Okorie on Mind Over Matter to discuss geometric AI, brain complexity, and how neuroimaging can advance our understanding of neurodegenerative diseases. 🎧 tinyurl.com/mryct7h9

We are recruiting postdocs Real AI @ UCSB ! w Yao Qin Haewon Jeong You want to lead the future of AI4Science? Apply to UCSB Real AI For Science Initiative🌟 Deadline: Sept 15, 2025. Competitive salary. This is the view you'll have from... your desk! By Adele Myers

Thrilled to announce TopoBench has been accepted to DMLR! 🚀 It’s a modular library for Topological Deep Learning, built to provide reproducible, cross-domain benchmarks and accelerate research. GitHub: github.com/geometric-inte… #AI #DeepLearning

📢We are very excited to announce a ✨two-day TAG event ✨(alongside NeurIPS) in San Diego! Join us for an exciting two days filled with incredible speakers, panelists, and multiple poster sessions. 🌟Submission deadline is 1st October AOE. Call for papers is here!

Due to a record # of submissions for our NeurIPS workshop on Symmetry & Geometry in Neural Representations (neurreps.org), we're looking for volunteers to serve as Reviewers. So many phenomenal submissions. Send me your OpenReview email if you'd like to contribute!

🏆Excited to announce that the 2025 Topological Deep Learning Challenge is officially live!🏆 This year, push the boundaries of topological ML by “Expanding the Data Landscape” Win incredible prizes, including research internships at UCSB & EPFL and up to $800 in cash!💸

The Topological Deep Learning Challenge is BACK! And this time, we're talking new data: new domains, new tasks, and much more! Not only is this the most ambitious, interdisciplinary edition yet... but there's 💰 prizes and internship opportunities on the line. See you there!

The Topological Deep Learning Challenge is back!🍩🤖 Bigger, bolder, and ready to expand the impact of TDL for science & engineering. By Guillermo Bernárdez Lev Telyatnikov Mathilde Papillon🦋 mathildepapillon .bsky .social Miquel Ferriol Marco Montagna Raffael Theiler Olga Fink TAGinDS Geometric Intelligence Lab & Arlequin AI!

Prizes, research gigs, and a chance to twist data into new shapes with topology + ML? 👾 Count me in for the Topological Deep Learning Challenge 2025! 🌀 Who else is ready to expand the data universe?

🚀Finished ICLR submission? Get early, ✨thoughtful feedback✨ from the community: 🗒️Submit to TAG happening alongside NeurIPS 2025! Deadline: October 1st (AOE)

We’ve received several requests for a short extension— final submission deadline is now October 8, 2025 AOE! openreview.net/group?id=TAG-D… Thank you to everyone who has already submitted— we’re excited and we can’t wait to see even more work from the community with the extension!

Don’t have work to submit right now? Consider participating in one of our challenges! The 2025 Topological Deep Learning challenge has been announced and we’ll be introducing a new challenge for 2025 imminently! Check it out! geometric-intelligence.github.io/topobench/tdl-…