[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"branding":3,"analytics":7,"article-researchers-find-a-way-to-blind-self-driving-ai-with-video":10,"sections":35},{"siteName":4,"siteTagline":5,"publisherName":4,"contactEmail":6},"The Revision","Tech news, decoded.","editor@therevision.news",{"gaMeasurementId":8,"adsenseClientId":9},"G-ZW2MV82GYR","ca-pub-8533917693782264",{"article":11},{"id":12,"slug":13,"title":14,"dek":15,"body_md":16,"tags_json":17,"published_at":18,"created_at":19,"updated_at":20,"status":21,"review_note":22,"review_notes":23,"image_url":22,"persona_id":22,"persona_name":22,"section":24,"tags":25,"sources":30,"feedback":34,"feedback_at":22,"cost_usd":34,"total_tokens":34},10665,"researchers-find-a-way-to-blind-self-driving-ai-with-video","Researchers Find a Way to Blind Self-Driving AI With Video","A black-box attack fools three self-driving vision-language AI models without ever touching their internals.","Researchers have built an attack that can blind the vision-language AI models used to read video feeds in self-driving systems.\n\nThe method, called Spatial Temporal Coherence Adversarial Attack (STCA), corrupts video before it ever reaches a vision-language model, and it works without any access to that model's internals. It runs in three stages: a caption-guided step picks out the most meaningful frames, a spatial-attack step adds perturbations crafted to stay visually close to the original footage, and a final stage uses a motion-guided mask to scramble how the model tracks movement across frames. The researchers tested it on the BDD100K and nuScenes driving datasets against three video-capable models, Video LLaVA-7B, Qwen2.5-VL-7B, and Dolphin. They trained the attack on one model and transferred it, unmodified, to fool the others.\n\nThe headline result is a high attack success rate while keeping the altered footage nearly indistinguishable from the original, measured by SSIM. That combination matters because a black-box attack doesn't require inside access to a target system, just a decent stand-in model to practice on, which is a much lower bar for anyone trying to interfere with a car's perception of the road.\n\nIt's a benchmark study on recorded video, not a camera mounted on a moving vehicle, and the paper's own conclusion is blunt: there's no real defense for this yet, just a warning that one is overdue.","[\"adversarial attacks\",\"autonomous driving\",\"vision-language models\",\"ai security\"]","2026-10-07T04:00:00.000Z","2026-10-09T02:33:15.661Z","2026-10-09T02:33:19.932Z","published",null,[],"security",[26,27,28,29],"adversarial attacks","autonomous driving","vision-language models","ai security",[31],{"name":32,"url":33},"arXiv cs.AI","https:\u002F\u002Farxiv.org\u002Fabs\u002F2610.08331",0,{"sections":36},[37,42,46,51,56,61,65,70,75,79,84,89,94,99],{"name":38,"slug":39,"count":40,"latest_published_at":41},"AI","ai",6506,"2026-10-07T18:45:00.000Z",{"name":43,"slug":24,"count":44,"latest_published_at":45},"Security",911,"2026-10-07T19:53:42.000Z",{"name":47,"slug":48,"count":49,"latest_published_at":50},"Policy","policy",474,"2026-10-07T18:23:21.000Z",{"name":52,"slug":53,"count":54,"latest_published_at":55},"Deals","deals",453,"2026-10-07T23:58:31.000Z",{"name":57,"slug":58,"count":59,"latest_published_at":60},"Hardware","hardware",222,"2026-10-07T21:19:54.000Z",{"name":62,"slug":63,"count":64,"latest_published_at":18},"Science","science",187,{"name":66,"slug":67,"count":68,"latest_published_at":69},"Consumer Tech","consumer-tech",174,"2026-10-07T17:41:41.000Z",{"name":71,"slug":72,"count":73,"latest_published_at":74},"Software","software",113,"2026-10-07T18:10:00.000Z",{"name":76,"slug":77,"count":73,"latest_published_at":78},"Startups","startups","2026-10-07T23:36:57.000Z",{"name":80,"slug":81,"count":82,"latest_published_at":83},"Dev Tools","dev-tools",105,"2026-10-07T16:59:11.000Z",{"name":85,"slug":86,"count":87,"latest_published_at":88},"General","general",61,"2026-10-07T22:00:24.000Z",{"name":90,"slug":91,"count":92,"latest_published_at":93},"Gaming","gaming",56,"2026-10-07T12:00:00.000Z",{"name":95,"slug":96,"count":97,"latest_published_at":98},"Reviews","reviews",33,"2026-10-05T11:57:17.000Z",{"name":100,"slug":101,"count":102,"latest_published_at":103},"How-To","how-to",8,"2026-10-05T09:00:00.000Z"]