The paper proposes using variational autoencoders to generate realistic malware variants, augmenting scarce training data for machine‑learning detectors such as Random Forest, XGBoost, and sequential models. Evaluations show notable improvements in accuracy, precision, recall, and F1 scores, illustrating generative AI’s promise for proactive malware defense.
EDRChoker exploits Windows' policy‑based Quality of Service to impose hard outbound bandwidth caps on Endpoint Detection and Response agents, causing their telemetry streams to time out and effectively disabling the agents. The technique avoids firewall or WFP rules, offering a stealthier evasion path for red teams.
Microsoft’s VS Code 1.123 release introduces a built‑in two‑hour delay before extensions are auto‑updated when automatic updates are enabled. The pause gives developers time to detect malicious or broken releases, reducing the risk of software supply‑chain attacks.