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Our methodology operates as a five-step pipeline. We begin with Data Gathering to retrieve raw malware samples, then move to Data Conversion to prepare them for texture analysis. Once converted, we organise the samples using their aHash values. This structured data feeds into our Model Creation phase, where we implement the Siamese Network architecture proposed by Hsiao et al. Finally, we validate performance using an N-way evaluation, comparing our replicated model directly with the baselines from the original papers. |