{"data":{"id":"a0dd13cf-cf75-426f-8dfc-c27d01792e60","title":"Machine Learning Attack Series: Generative Adversarial Networks (GANs)","summary":"This post describes how Generative Adversarial Networks (GANs, a type of AI system where two neural networks compete to create realistic fake images) can be used to generate fake husky photos that trick an image recognition system called Husky AI into misclassifying them as real huskies. The author explains they investigated this attack method and references a GAN course to learn more about the technique.","solution":"N/A -- no mitigation discussed in source.","labels":["security","research"],"sourceUrl":"https://embracethered.com/blog/posts/2020/machine-learning-attack-series-generative-adversarial-networks-gan/","publishedAt":"2020-11-26T03:55:15.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":["model_evasion"],"issueType":"news","affectedPackages":null,"affectedVendors":[],"affectedVendorsRaw":["Husky AI"],"classifierModel":"claude-haiku-4-5-20251001","classifierPromptVersion":"v3","cvssVector":null,"attackVector":null,"attackComplexity":null,"privilegesRequired":null,"userInteraction":null,"exploitMaturity":null,"epssScore":null,"patchAvailable":null,"disclosureDate":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":["integrity"],"aiComponentTargeted":"model","llmSpecific":false,"classifierConfidence":0.75,"researchCategory":null,"atlasIds":null}}