A multi-modal model that integrates histopathological image data and gene expression profiles to classify breast cancer subtypes (LumA, LumB, Basal, Her2). The model leverages a Graph Mamba encoder for omics data and a mamba-based image encoder built on a pretrained ConvNeXt backbone from timm.