From 10e91e9cc9f547d6829b335a2cd3a9357aedc765 Mon Sep 17 00:00:00 2001 From: Adam Gosztolai <45966708+agosztolai@users.noreply.github.com> Date: Fri, 1 Dec 2023 17:17:23 +0100 Subject: [PATCH] Update README.md --- README.md | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/README.md b/README.md index 2b27f87e..4f10f684 100755 --- a/README.md +++ b/README.md @@ -1,10 +1,10 @@ -# MARBLE - Manifold Representation Basis Learning +# MARBLE - MAnifold Representation Basis LEarning MARBLE is a fully unsupervised geometric deep-learning method that can -1. intrinsically represent vector fields over manifolds, such as those arising in neural recordings or dissipative dynamical systems, but it is not limited to dynamical systems -2. perform unbiased comparisons across dynamical systems or parameter conditions by jointly embedded representations -3. can operate in geometry-aware or geometry-agnostic modes to test the contribution of manifold dynamics and geometry. +1. Find interpretable representations of neural dynamics, more generally dynamical systems, or even more generally vector fields over manifolds. +2. Perform unbiased comparisons across conditions within the same animal (or dynamical system). +3. Compare dynamics across animals or artificial neural networks. The code is built around [PyG (PyTorch Geometric)](https://pytorch-geometric.readthedocs.io/en/latest/notes/installation.html).