← Search

Mohammad Saidur Rahman

2 accepted papers

2026

LAMDA: A Longitudinal Android Malware Benchmark for Concept Drift Analysis

ICLR 2026poster

Machine learning (ML)-based malware detection systems often fail to account for the dynamic nature of real-world training and test data distributions. In practice, these distributions evolve due to frequent changes in the Android ecosystem, adversarial development of new malware families, and the co…

Cited by 0SourcecodeScholar
2025

MalCL: Leveraging GAN-Based Generative Replay to Combat Catastrophic Forgetting in Malware Classification

AAAI 2025technical

Continual Learning (CL) for malware classification tackles the rapidly evolving nature of malware threats and the frequent emergence of new types. Generative Replay (GR)-based CL systems utilize a generative model to produce synthetic versions of past data, which are then combined with new data to r…