New Tool Made by Microsoft and Mitre Emulates Attacks on Machine Learning Systems “The Real Cost of Homeownership: What You Need to Know Before Purchasing a Home” “Uncovering the Hidden Costs of Homeownership: Be Prepared Before Taking the Plunge!”

Microsoft and Mitre recently announced the release of a new tool designed to help cybersecurity professionals protect against attacks on machine learning (ML) systems. Called Arsenal, the tool is a plugin for the Mitre ATLAS (Adversarial Threat Landscape for Artificial-Intelligence Systems) framework, which is a knowledge base of adversarial tactics, techniques, and case studies.

Arsenal uses Microsoft’s Counterfit automation tool for running artificial intelligence (AI) security risk assessments as an automated adversarial attack library and enables CALDERA, the cybersecurity platform that automates adversary emulation, to emulate attacks using the Counterfit library. This integration is expected to help researchers identify novel vulnerabilities in the building blocks of ML workflows and come up with protections to prevent exploitation of ML systems.

Microsoft and Mitre plan to add new techniques and adversary profiles as researchers document new attacks, and the tool currently supports systems running Ubuntu 18.04 or 20.04 and requires Python versions 3.7 or higher. According to Microsoft program manager Ram Shankar, “As the world looks to AI to positively change how organizations operate, it’s critical that steps are taken to help ensure the security of those AI and machine learning models.”

In summary, Microsoft and Mitre have released a new tool called Arsenal to help cybersecurity professionals protect against attacks on machine learning systems. The tool uses Microsoft’s Counterfit tool to run AI security risk assessments and is integrated with the CALDERA cybersecurity platform. Microsoft and Mitre plan to add new techniques and adversary profiles in the future. The tool currently supports systems running Ubuntu 18.04 or 20.04 and requires Python versions 3.7 or higher.

Key Points:

• Microsoft and Mitre have released a new tool called Arsenal to help cybersecurity professionals protect against attacks on machine learning systems.
• The tool uses Microsoft’s Counterfit tool to run AI security risk assessments and is integrated with the CALDERA cybersecurity platform.
• Microsoft and Mitre plan to add new techniques and adversary profiles in the future.
• The tool currently supports systems running Ubuntu 18.04 or 20.04 and requires Python versions 3.7 or higher.