[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"branding":3,"analytics":7,"article-a-knowledge-graph-that-links-cves-to-attack-behaviors":10,"sections":34},{"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":29,"feedback":33,"feedback_at":22,"cost_usd":33,"total_tokens":33},3102,"a-knowledge-graph-that-links-cves-to-attack-behaviors","A Knowledge Graph That Links CVEs to Attack Behaviors","Researchers built a graph connecting software vulnerabilities to MITRE ATT&CK tactics, giving defenders a structured map from bug to behavior.","A new knowledge graph ties CVE vulnerability records directly to attacker tactics and techniques, filling a gap that has long frustrated threat analysts.\n\nResearchers constructed the CVE-TTP Knowledge Graph by running CVE descriptions through transformer-based classifiers trained to identify MITRE ATT&CK tactics and techniques. The best-performing model, CySecBERT, hit macro F1-scores of 87.71% on technique classification and 96.16% on tactic classification. To train and evaluate the pipeline, the team built an annotated dataset containing 24,820 entities and 43,608 relations. The final graph is stored in Neo4j, a graph database that lets analysts query and visualize connections between vulnerabilities and behaviors.\n\nThe CVE and NVD databases catalogue what is broken; they rarely say what an attacker can do with a broken thing. Bridging that gap means a security team can look up a newly disclosed CVE and immediately see which known attack patterns it enables — shortening the time between \"patch released\" and \"we understand our exposure.\" That kind of structured linkage is exactly what automated triage tools and threat-intelligence platforms need to move beyond keyword matching.\n\nThe approach is not novel in ambition — vendors have pitched CVE-to-ATT&CK mapping for years — but a peer-reviewed, openly documented pipeline with a published dataset raises the bar for what \"good\" looks like in this space.","[\"security\",\"threat intelligence\",\"vulnerabilities\",\"machine learning\"]","2026-07-01T04:00:00.000Z","2026-07-01T07:18:03.158Z","2026-07-01T07:18:06.013Z","published",null,[],"security",[24,26,27,28],"threat intelligence","vulnerabilities","machine learning",[30],{"name":31,"url":32},"arXiv cs.AI","https:\u002F\u002Farxiv.org\u002Fabs\u002F2606.31557",0,{"sections":35},[36,41,45,50,55,60,65,70,75,80,85,89,94,99],{"name":37,"slug":38,"count":39,"latest_published_at":40},"AI","ai",2590,"2026-07-16T04:00:00.000Z",{"name":42,"slug":24,"count":43,"latest_published_at":44},"Security",294,"2026-07-15T19:59:48.000Z",{"name":46,"slug":47,"count":48,"latest_published_at":49},"Deals","deals",179,"2026-06-29T20:02:07.000Z",{"name":51,"slug":52,"count":53,"latest_published_at":54},"Policy","policy",158,"2026-07-16T00:02:48.000Z",{"name":56,"slug":57,"count":58,"latest_published_at":59},"Hardware","hardware",122,"2026-07-14T19:46:26.000Z",{"name":61,"slug":62,"count":63,"latest_published_at":64},"Consumer Tech","consumer-tech",93,"2026-07-13T13:20:48.000Z",{"name":66,"slug":67,"count":68,"latest_published_at":69},"Software","software",70,"2026-07-13T19:52:25.000Z",{"name":71,"slug":72,"count":73,"latest_published_at":74},"Science","science",66,"2026-07-10T10:29:37.000Z",{"name":76,"slug":77,"count":78,"latest_published_at":79},"Dev Tools","dev-tools",59,"2026-07-07T04:00:00.000Z",{"name":81,"slug":82,"count":83,"latest_published_at":84},"Gaming","gaming",41,"2026-07-09T04:00:00.000Z",{"name":86,"slug":87,"count":83,"latest_published_at":88},"Startups","startups","2026-06-29T20:55:50.000Z",{"name":90,"slug":91,"count":92,"latest_published_at":93},"General","general",29,"2026-07-10T22:28:58.000Z",{"name":95,"slug":96,"count":97,"latest_published_at":98},"Reviews","reviews",20,"2026-06-24T12:00:01.000Z",{"name":100,"slug":101,"count":102,"latest_published_at":103},"How-To","how-to",6,"2026-06-16T09:00:00.000Z"]