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Few-Shot Learning With Prototypical Networks for Improved Memory Forensics

Securing computer systems requires effective methods for malware detection. Memory forensics analyzes memory dumps to identify malicious activity, but faces challenges including large and complex datasets, constantly evolving malware threats, and limited labeled data for training algorithms among ot...

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Furkejuvvon:
Váldodahkkit: Muhammad Fahad Malik, Ammara Gul, Ayesha Saadia, Faeiz M. Alserhani
Materiálatiipa: Artigo
Giella:Inglês
Almmustuhtton: IEEE 2025-01-01
Ráidu:IEEE Access
Fáttát:
Malware detection
memory forensics
few-shot learning
prototypical networks
Liŋkkat:https://ieeexplore.ieee.org/document/10980249/
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