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

🧵 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!