SwarmMAP: Swarm Learning for Decentralized Cell Type Annotation in Single Cell Sequencing Data
Oliver Lester Saldanha, Vivien Goepp, Kevin Pfeiffer, Hyojin Kim, Jie Fu Zhu, Rafael Kramann, Sikander Hayat, Jakob Nikolas Kather
SwarmMAP uses swarm learning to automate cell-type annotation in single-cell data without sharing raw data, achieving high accuracy across human tissues.
npj Systems Biology and Applications · Feb 18, 2026Peer-reviewedBioinformatics