Israa Alsiyat

MalBERT-Temporal: Transformer-Based Zero-Day Malware Detection in Windows Executable Binaries Under Strict Temporal Isolation

In current malware detection benchmarks, random train/test splits are commonly used, allowing temporal leakage to occur and obscuring performance degradation caused by concept drift. Moreover, traditional classifiers that operate on a one-dimensional PE feature vector do not explicitly model long-range interactions bet...