AI Vulnerability Management Toolkit
As machine learning and especially deep learning techniques have found their applications in a broad range of environments – from safety-critical systems like smart grids management to security-sensitive applications like malware detection – their robustness and trustworthiness are remarkably serious. In recent years, researchers exposed many machine learning models’ vulnerabilities to a variety of payloads known as adversarial examples where adversaries carefully craft imperceptible perturbation to the human eye that causes a classifier to misclassify the inputs. Unfortunately, there is no easy-to-use tool for security professionals to identify the attack surface of AI systems deployed in their environment, assess residual vulnerabilities, and create an audit report! We tackled this problem by developing an AI Vulnerability Management System that enables security professionals to identify known weaknesses in their AI systems on-prem or on the cloud!
Description and Tool Demo: https://www.linkedin.com/pulse/automated-vulnerability-assessment-ai-systems-toolkit-/?trackingId=6GJ7IyLoyhoAejE84LHjng%3D%3D
Source Code: Please Contact Us to provide you access to our AI Vulnerability Management portal
DeepFake content generation is one of the major applying trends of artificial intelligence technologies. DeepFake contents are becoming increasingly common on the Internet as DeepFake continues to advance, and the technology becomes more widely available and easier to use. With time, the artificial contents become more and more realistic, which makes it harder and harder to distinguish for human beings. As the countermeasure, machine, and deep learning techniques start to be employed for identifying DeepFake contents. In order to meet the growing demand for DeepFake contents identification, we have developed DeepFake Forensics for forensics examiners!
Description and Tool Demo: https://www.linkedin.com/pulse/deepfake-detection-forensics-tool-pingfan-alan-xu/
Source Code: https://github.com/CyberScienceLab/FakePayloadDetection/tree/main/forensics_tool
Chrome Plug-in for DeepFake Detection
This is a lighter version of our Deepfake Forensics tool! This browser extension allows average users to easily distinguish DeepFake contents on most of the common web pages, for example, social media platforms and news sites.
Description and Tool Demo: https://www.linkedin.com/pulse/chrome-plug-in-deepfake-detection-pingfan-alan-xu/
Source Code: https://github.com/CyberScienceLab/FakePayloadDetection/tree/main/new-chrome-plug-in
Feel free to contact us if you need any further assistance with our tools or are interested in deploying them!