{"data":{"id":"d81b454f-5a67-4975-896e-fa702048c883","title":"Coming up: Grayhat Red Team Village talk about hacking a machine learning system","summary":"This is an announcement for a conference talk about attacking and defending machine learning systems, covering practical threats like brute forcing predictions (testing many inputs to guess outputs), perturbations (small changes to data that fool AI), and backdooring models (secretly poisoning training data). The speaker will discuss both ML-specific attacks and traditional security breaches, as well as defenses to protect these systems.","solution":"N/A -- no mitigation discussed in source.","labels":["security","research"],"sourceUrl":"https://embracethered.com/blog/posts/2020/accouncement-learning-by-doing-hacking-machine-lerning-grayhat/","publishedAt":"2020-10-09T18:30:50.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":["model_evasion","model_theft","model_poisoning"],"issueType":"news","affectedPackages":null,"affectedVendors":["Microsoft"],"affectedVendorsRaw":["Microsoft","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","confidentiality"],"aiComponentTargeted":"model","llmSpecific":false,"classifierConfidence":0.75,"researchCategory":null,"atlasIds":null}}