Learning representations is learning the structure of data—and structure is geometry.

GRaM Workshop @gram-org.bsky.social · 8mo ago

📢The second edition of ✨GRaM workshop✨ is here this time at #ICLR26. 🌟Submit your exciting works in Geometry-grounded representations. We welcome submissions in multiple tracks i.e. 📄 Proceedings 📝extended abstract 👩‍🏫Tutorial/blogpost as well as an exciting challenge!

🧵 1/7 Our new preprint “Directed Semi-Simplicial Learning with Applications to Brain Activity Decoding" is online at arxiv.org/abs/2505.17939 An amazing project with a dream team, which led to a principled Topological Deep Learning architecture for a unique real-world use case!