A Protocol Independent Approach in Network Covert Channel Detection. - Md. Ahsan Ayub; Steven Smith; Ambareen Siraj (CSE/EUC, 2019)

Model Evasion Attack on Intrusion Detection Systems using Adversarial Machine Learning. - Md. Ahsan Ayub; William A. Johnson; Douglas A. Talbert; Ambareen Siraj (CISS, 2020)

An I/O Request Packet (IRP) Driven Effective Ransomware Detection Scheme using Artificial Neural Network. - Md. Ahsan Ayub; Andrea Continella; Ambareen Siraj (IRI, 2020)

Domain Generating Algorithm based Malicious Domains Detection. - Md. Ahsan Ayub; Steven Smith; Ambareen Siraj; Paul Tinker (CSCloud/EdgeCom, 2021)

Similarity Analysis of Ransomware based on Portable Executable (PE) File Metadata. - Md. Ahsan Ayub; Ambareen Siraj (SSCI, 2021)

Understanding the Behavior of Ransomware: An I/O Request Packet (IRP) Driven Study on Ransomware Detection against Execution Time. - Md. Ahsan Ayub; Ambareen Siraj (CIC, 2023)

Static-RWArmor: A Static Analysis Approach for Prevention of Cryptographic Windows Ransomware. - Md. Ahsan Ayub; Ambareen Siraj; Bobby Filar; Maanak Gupta (TrustCom, 2023)

Embedding-based classifiers can detect prompt injection attacks. - Md. Ahsan Ayub; Subhabrata Majumdar (CAMLIS, 2024)

RWArmor: a static-informed dynamic analysis approach for early detection of cryptographic windows ransomware. - Md. Ahsan Ayub; Ambareen Siraj; Bobby Filar; Maanak Gupta (Int. J. Inf. Sec., 2024)