{"data":{"id":"9cb6f498-ef98-4688-a776-8c0cffa5115e","title":"On Success and Simplicity: A Second Look at Transferable Vision–Language Attack Pipeline","summary":"Researchers show that transferable adversarial attacks on Vision-Language Pre-training Models (VLPMs) can be simpler and more effective than existing multi-stage pipelines with complicated loss functions. They identify three overlooked issues caused by inappropriate cross-modal interactions and excessive operations, and propose the Simple Vision-Language Attack (SimVLA) pipeline. On the Flickr30k text-image retrieval dataset, SimVLA outperforms the SOTA baseline in R@1 transferability by 8.01%-14.71% while using about 35.73% of the time and 46.26% of the max VRAM.","solution":"N/A -- no mitigation discussed in source.","labels":["security","research"],"sourceUrl":"http://ieeexplore.ieee.org/document/11612936","publishedAt":"2026-07-17T13:19:11.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":["model_evasion"],"issueType":"research","affectedPackages":null,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":[],"affectedVendorsRaw":["Vision-Language Pre-training Models (VLPMs)"],"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":"2026-07-17T13:19:11.000Z","fixReleasedAt":null,"daysToFix":null,"fixCheckedAt":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":["integrity"],"aiComponentTargeted":"model","llmSpecific":false,"classifierConfidence":0.9,"researchCategory":"peer_reviewed","atlasIds":null}}