EMBER2024 models cannot estimate executable first-seen dates
Machine learning on EMBER2024 features or raw bytes cannot replace external first-seen metadata for malware evaluation splits.
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Stories tagged #ember
EMBER predicts TCR-pMHC binding without a docked complex
Under epitope-disjoint tests it led six retrained baselines on every metric, by 0.9 to 14.4% in micro-AUROC.
Trigger Value Selection in Clean-Label Malware Backdoors: An Effectiveness-Detectability Analysis
Researchers show trigger-value choice changes success and detectability of clean-label backdoors in malware classifiers.
Why Is SHAP Not a Reliable Standalone Explanation Framework for Malware Detection?
arXiv paper shows SHAP gives unreliable standalone explanations for malware detection, with attribution dilution and sign reversal in dependent PE feature spaces.