{"data":{"id":"fb3119a1-4265-43d8-9210-37cfc8459c73","title":"SafeDriveVLA: Navigation-Conditioned World Model Dreaming for Conflict-Aware End-to-End Autonomous Driving","summary":"SafeDriveVLA is a driving model that predicts a three-level navigation-compliance mode, separating conflict reasoning from action generation, and uses navigation-conditioned world model dreaming to inform that prediction. The authors evaluate navigation following, conflict awareness and adversarial robustness on Bench2Drive, where it reaches 88.16 Driving Score and 68.64% Success Rate. Compared with the best SimLingo variant, it lifts closed-loop language following by 49.3% and cuts collisions under unsafe instructions from 60 to 38.","solution":"N/A -- no mitigation discussed in source.","labels":["safety","research"],"sourceUrl":"https://arxiv.org/abs/2610.20609v1","publishedAt":"2026-10-14T17:59:56.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":["jailbreak"],"issueType":"research","affectedPackages":null,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":[],"affectedVendorsRaw":["SimLingo","Bench2Drive"],"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":"2026-10-14T17:59:56.000Z","capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":["safety"],"aiComponentTargeted":"model","llmSpecific":true,"classifierConfidence":0.85,"researchCategory":"preprint","atlasIds":["AML.T0054"]}}