Capsule Networks vs CNN’s for Ransomware Detection

This article presents an argument that Capsule Networks (CapsNets) outperform Convolutional Neural Networks (CNNs) for ransomware detection, emphasizing CapsNets' ability to capture hierarchical relationships, contextual and temporal patterns, and semantic features (e.g., control flow or API sequences). The piece is conceptual and promotional in nature (links to Halcyon.ai) and does not provide incident details, IoCs, or evidence of active malicious campaigns.