The progression of techniques from CNN-based models in 2018 to more sophisticated architectures such as ViTs and hybrid models in 2024 reflects a clear trend toward improving accuracy and generalization.
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An Explainable Hybrid CNN-Transformer Architecture for Visual Malware Classification.
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