Extended Data Fig. 9: Latent representations of neural signals during macaque arm-reaching kinematics using unsupervised PCA, t-SNE and UMAP.
From: MARBLE: interpretable representations of neural population dynamics using geometric deep learning

These methods only map the neural states and do not explicitly account for the dynamics. Hence, they cannot reveal the geometric structure of latent dynamics.