{"data":{"id":"180da3e0-ee4e-47ac-9c52-0ccba5c2d859","title":"MobileProbe: Adaptive Security Evaluation of Mobile Agents via Trajectory-Aware Injection","summary":"MobileProbe is a red-teaming framework that tests mobile GUI agents against environmental injection attacks, where malicious instructions embedded in on-screen UI redirect the agent's actions. It discovers attacker-controllable content, localizes vulnerable decision points along the agent's trajectory, and iteratively refines context-aware payloads through a surrogate-filtered evolutionary loop. Across 83 long-horizon attack instances in 12 mobile applications, it reports higher attack success rates than human-written, zero-shot LLM and prior automated baselines on three agent architectures.","solution":"N/A -- no mitigation discussed in source.","labels":["security","research"],"sourceUrl":"https://arxiv.org/abs/2611.16693v1","publishedAt":"2026-11-12T12:08:43.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":["prompt_injection"],"issueType":"research","affectedPackages":null,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":[],"affectedVendorsRaw":["mobile GUI agents"],"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":"2026-11-12T12:08:43.000Z","fixReleasedAt":null,"daysToFix":null,"fixCheckedAt":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"advanced","impactType":["confidentiality","integrity","availability"],"aiComponentTargeted":"agent","llmSpecific":false,"classifierConfidence":0.93,"researchCategory":"preprint","atlasIds":["AML.T0051"]}}