HIPPIE: A Multimodal Deep Learning Model for Electrophysiological Classification of Neurons
Jesus Gonzalez-Ferrer, Julian Lehrer, Bruno Alvarez-Esteban, Avelina Moreno-Ochando, H. Schweiger, Jinghui Geng, Luiz F. S. Eugênio dos Santos, Sebastian Hernandez, Francisco Reyes, Jessica L. Sevetson, Aidan Schneider, Sofie R. Salama, Mircea Teodorescu, David H. Haussler, Mohammed A. Mostajo-Radji
HIPPIE is a deep learning model that classifies neurons from electrophysiological recordings by combining self-supervised pretraining and supervised fine-tuning, showing better performance than unsupervised methods.
Nature Communications · Aug 21, 2026Peer-reviewedNeuroscience