FreeMOCA enables memory-free continual learning for malicious code analysis by adaptive layer-wise parameter interpolation between task updates, outperforming baselines on EMBER and AZ malware benchmarks with up to 42% accuracy gains.
Learning without forgetting.IEEE transactions on Pattern Analysis and Machine Intelligence (TPAMI)
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FreeMOCA: Memory-Free Continual Learning for Malicious Code Analysis
FreeMOCA enables memory-free continual learning for malicious code analysis by adaptive layer-wise parameter interpolation between task updates, outperforming baselines on EMBER and AZ malware benchmarks with up to 42% accuracy gains.