{"data":{"id":"10df7d8c-2479-4797-b7f6-407e8c202eb1","title":"Measuring Robustness and Efficiency in a Connectome-Constrained Fly Visual System Model: Linking an Adversarial and a Perceptual Illusion","summary":"Researchers benchmarked FlyNet, a task-optimized recurrent network constrained by the fly visual system's synaptic connectome, against CNNs, RAFT and CTRNN models on a collision-detection task. FlyNet is adversarially vulnerable but more robust to common video corruptions than RAFT relative to compute, using up to five orders of magnitude fewer FLOPs. Adversarial textures and the reverse-phi illusion disrupt the same low-level motion statistic, suggesting a shared circuit vulnerability.","solution":"N/A -- no mitigation discussed in source.","labels":["security","research"],"sourceUrl":"https://arxiv.org/abs/2611.14498v1","publishedAt":"2026-11-10T18:51:31.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"low","attackType":["model_evasion"],"issueType":"research","affectedPackages":null,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":[],"affectedVendorsRaw":["FlyNet","RAFT","CNNs","CTRNN"],"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":"2026-11-10T18:51:31.000Z","fixReleasedAt":null,"daysToFix":null,"fixCheckedAt":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"advanced","impactType":["integrity"],"aiComponentTargeted":"model","llmSpecific":false,"classifierConfidence":0.85,"researchCategory":"preprint","atlasIds":null}}