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arXiv preprint arXiv:2409.19461

Accelerating malware classification: A vision transformer solution · 2019 · arXiv 2409.19461

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cs.CR 1

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2026 1

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ViPER: Vision-based Packing-Aware Encoder for Robust Malware Detection

cs.CR · 2026-06-11 · unverdicted · novelty 6.0

ViPER uses a LoRA-adapted ViT-B/14 with dual heads for malware classification and packing detection plus a gating mechanism and weighted losses to reach 0.8521 balanced accuracy on 200k Windows PE images while detecting packing at 0.9949 AUC.

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  • ViPER: Vision-based Packing-Aware Encoder for Robust Malware Detection cs.CR · 2026-06-11 · unverdicted · none · ref 3

    ViPER uses a LoRA-adapted ViT-B/14 with dual heads for malware classification and packing detection plus a gating mechanism and weighted losses to reach 0.8521 balanced accuracy on 200k Windows PE images while detecting packing at 0.9949 AUC.