Fig. 5

UMAP visualization of learned embeddings from the few-shot prototypical network on CCCS-CIC-AndMal-2020. Left: Embeddings colored by true malware family labels. Right: Embeddings colored by predicted labels. The high visual correspondence confirms accurate classification.