MEDNA-DFM: A Dual-View FiLM-MoE Model for Explainable DNA Methylation Prediction

Researchers developed MEDNA-DFM, a dual-view deep learning model that predicts DNA methylation patterns while providing biological explanations. The model achieves high accuracy across species and includes explainable AI features that reveal conserved genetic motifs and cooperative sequence-structure relationships.