2 papers
cs.LG2026
Theory-Guided Instance-Dependent Early Stopping via Second-Order Loss Dynamics
Ahad Bin Islam Shoeb, Jamal Uddin Tanvin, Kamrul Hasan +2
Instance-dependent early stopping (IES) reduces training computation by skipping backpropagation for examples whose losses have stabilized, but the second-order loss-difference cri…
cs.CR2026
SENTINEL: A Multi-Pathway Architecture for Detecting Living-Off-the-Land APT Attacks on Windows Command Lines
Ahad Bin Islam Shoeb, Kamrul Hasan, Jamal Uddin Tanvin +4
Living-Off-the-Land (LOTL) is the dominant evasion technique of Advanced Persistent Threat (APT) actors, exploiting legitimate Windows utilities to conduct malicious operations wit…