AMDS: Attack-Aware Multi-Stage Defense System for Network Intrusion Detection with Two-Stage Adaptive Weight Learning

Machine learning based network intrusion detection systems are vulnerable to adversarial attacks that degrade classification performance under both gradient-based and distribution shift threat models. Existing defenses typically apply uniform detection strategies, which may not account for...

Failure Analysis of Safety Controllers in Autonomous Vehicles under Object-Based LiDAR Attacks

Autonomous vehicles rely on LiDAR based perception to support safety critical control functions such as adaptive cruise control and automatic emergency braking. While previous research has shown that LiDAR perception can be manipulated through object based spoofing and injection attacks, the impa...

Mozilla Working on More "Attack Aware" Applications

Mozilla is working on making their web applications more “attack aware,” according to a blog post on the company’s Web Application Security blog Wednesday. In the blog post, Mozilla’s web security nomad Michael Coates, discusses how these “attack aware” applications will be able to differentiate...