Rbert Lrencz
2 indexed papers
Recent (6 mo)
2With code
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226
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Crypto×2ML×2
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Research Timeline
2026
Adversarial Co-Evolution of Malware and Detection Models: A Bilevel Optimization Perspective
The paper proposes a bilevel optimization framework to model the adversarial co-evolution between malware attackers and detection models, achieving near-total immunity against sophisticated evasion attempts.
Gray-Box Poisoning of Continuous Malware Ingestion Pipelines
The paper demonstrates a gray-box poisoning attack against continuous malware detection pipelines using subtle binary manipulations, showing that IAT-based perturbations can significantly degrade detection recall, while proposing an ensemble defense mechanism.
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Papers
cs.CRcs.LGRecentMay 6, 2026
Gray-Box Poisoning of Continuous Malware Ingestion Pipelines
The paper demonstrates a gray-box poisoning attack against continuous malware detection pipelines using subtle binary manipulations, showing that IAT-based perturbations can significantly degrade dete…
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cs.CRcs.LGRecentApr 24, 2026