FlowGuard: Flow Matching for Identity-Independent Detection of Data-Free Model Stealing Attacks on Energy System Intrusion Detection Systems

Artificial Intelligence AI-based Intrusion Detection Systems IDS deployed in energy infrastructure are vulnerable to model theft attacks, which allow adversaries to create evasive traffic offline. Current defences against model extraction rely either on identity-bound query monitoring, which is...

FlowMalTrans: Unsupervised Binary Code Translation for Malware Detection Using Flow-Adapter Architecture

Applying deep learning to malware detection has drawn great attention due to its notable performance. With the increasing prevalence of cyberattacks targeting IoT devices, there is a parallel rise in the development of malware across various Instruction Set Architectures ISAs. It is thus importan...

FlowPure: Continuous Normalizing Flows for Adversarial Purification

Despite significant advancements in the area, adversarial robustness remains a critical challenge in systems employing machine learning models. The removal of adversarial perturbations at inference time, known as adversarial purification, has emerged as a promising defense strategy. To achieve...

Oracle Outside In Technology Denial of Service Vulnerability (CNVD-2021-81800)

Oracle Outside In Technology is a software development kit SDK that provides developers with a comprehensive solution for extracting, normalizing, cleaning, converting, and viewing content in more than 600 unstructured file formats. A denial of service vulnerability in the Outside In Filters...

Oracle Outside In Technology Denial of Service Vulnerability (CNVD-2021-81796)

Oracle Outside In Technology is a software development kit SDK that provides developers with a comprehensive solution for extracting, normalizing, cleaning, converting, and viewing content in more than 600 unstructured file formats. A denial of service vulnerability in the Outside In Filters...

Global IT Asset Inventory: The Foundation for Security and Compliance

Pablo Quiroga, Qualys’ Director of Product Management for IT Asset Management, talks about the new Asset Inventory solution When IT directors and CISOs look at their digitally transformed networks, they encounter many shadows that their legacy enterprise software tools can’t illuminate. These bli...