Our Latent space Path Clustering (LPC) method can efficiently group parallel kinetic pathways into distinct metastable path channels. It utilizes the variational autoencoder (VAE) to learn the spatial distributions of kinetic pathways and perform path clustering in the latent space. This article is part of JCTC’s special Issue on “Machine Learning for Molecular Simulation”!