{"data":{"id":"5d40e3be-1519-444e-9629-7e631aeaaa10","title":"RoboFake: Are Deepfake Detectors Ready for Humanoid Face Robots?","summary":"Researchers test whether current face presentation attack detection (PAD) and deepfake detectors can catch RoboFakes, which are humanoid face robots carrying a real person's face and driven by generated speech. Across three PAD models and six deepfake detectors, results vary widely: a small mobile PAD model flags every physical robot frame (APCER 0%) but reaches 14% BPCER on processed human video, while several deepfake detectors flag almost every robot frame and others flag fewer than 7%. The authors conclude that current models catch today's robots mainly because their faces do not look human, not because they recognize the attack.","solution":"N/A -- no mitigation discussed in source.","labels":["security","research"],"sourceUrl":"https://arxiv.org/abs/2610.14269v2","publishedAt":"2026-10-09T19:42:32.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":["model_evasion"],"issueType":"research","affectedPackages":null,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":[],"affectedVendorsRaw":[],"classifierModel":"claude-haiku-5-5","classifierPromptVersion":"v4","summaryPromptVersion":"v2","headline":null,"headlinePromptVersion":null,"cvssVector":null,"attackVector":null,"attackComplexity":null,"privilegesRequired":null,"userInteraction":null,"exploitMaturity":null,"epssScore":null,"epssCheckedAt":null,"kevDateAdded":null,"advisoryAliases":null,"affectedPackagesSource":null,"affectedPackagesCheckedAt":null,"patchAvailable":null,"disclosureDate":"2026-10-09T19:42:32.000Z","capecIds":null,"crossRefCount":0,"attackSophistication":"advanced","impactType":["integrity","confidentiality"],"aiComponentTargeted":"model","llmSpecific":false,"classifierConfidence":0.9,"researchCategory":"preprint","atlasIds":null}}