{"data":{"id":"77a9d326-8cef-48cb-a986-e69f7172eea1","title":"Securing next-generation edge intelligence: A survey from federated learning to autonomous agents in cyber-physical systems","summary":"This survey reviews threats to autonomous edge agents built on LLMs and SLMs in cyber-physical systems and IoT, organizing them across Perception, Cognition, Actuation and Collaboration layers. It finds that several attacks have been demonstrated on physical platforms, including jailbreaking a deployed commercial robot, while multi-agent attacks run only in simulation and software. It identifies three edge-induced threats that no surveyed edge-deployable runtime mechanism addresses: energy-targeted resource exhaustion, quantization-specific evasion, and model provenance against supply-chain weight poisoning.","solution":"N/A -- no mitigation discussed in source.","labels":["research","security"],"sourceUrl":"https://doi.org/10.1016/j.icte.2026.10.014","publishedAt":"2026-11-01T00:00:00.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":["prompt_injection","model_poisoning"],"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":"2026-11-01T00:00:00.000Z","fixReleasedAt":null,"daysToFix":null,"fixCheckedAt":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"advanced","impactType":["confidentiality","integrity","availability","safety"],"aiComponentTargeted":"agent","llmSpecific":true,"classifierConfidence":0.9,"researchCategory":"peer_reviewed","atlasIds":["AML.T0051"]}}