Open access
Aug 2026
PGCA FL: A PATHWAY CONSENSUS-GUIDED FEDERATED LEARNING FRAMEWORK FOR PRIVACY-PRESERVING DISTRIBUTED GENOMIC CANCER CLASSIFICATION
This study introduces a privacy-preserving approach to multi-institution genomic cancer classification, called PCGA-FL (Pathway Consensus Guided Federated Learning), that incorporates biological pathway knowledge into federated optimization.
M. Shobana, V. Preiya, S. Suresh et al.
· Genetics and Molecular Resea... · 0 citations