VAR-200906-0056
Vulnerability from variot - Updated: 2025-04-10 22:03The MPEG-4 video codec in Apple iPhone OS 1.0 through 2.2.1 and iPhone OS for iPod touch 1.1 through 2.2.1 allows remote attackers to cause a denial of service (device reset) via a crafted MPEG-4 video file that triggers an "input validation issue.". Apple iPhone and iPod touch are prone to multiple vulnerabilities. Successfully exploiting these issues may allow attackers to bypass security restrictions, obtain sensitive information, or cause denial-of-service conditions. These issues affect the following: iPhone OS 1.0 through 2.2.1 iPhone OS for iPod touch 1.1 through 2.2.1 This BID is being retired
Show details on source website{
"@context": {
"@vocab": "https://www.variotdbs.pl/ref/VARIoTentry#",
"affected_products": {
"@id": "https://www.variotdbs.pl/ref/affected_products"
},
"configurations": {
"@id": "https://www.variotdbs.pl/ref/configurations"
},
"credits": {
"@id": "https://www.variotdbs.pl/ref/credits"
},
"cvss": {
"@id": "https://www.variotdbs.pl/ref/cvss/"
},
"description": {
"@id": "https://www.variotdbs.pl/ref/description/"
},
"exploit_availability": {
"@id": "https://www.variotdbs.pl/ref/exploit_availability/"
},
"external_ids": {
"@id": "https://www.variotdbs.pl/ref/external_ids/"
},
"iot": {
"@id": "https://www.variotdbs.pl/ref/iot/"
},
"iot_taxonomy": {
"@id": "https://www.variotdbs.pl/ref/iot_taxonomy/"
},
"patch": {
"@id": "https://www.variotdbs.pl/ref/patch/"
},
"problemtype_data": {
"@id": "https://www.variotdbs.pl/ref/problemtype_data/"
},
"references": {
"@id": "https://www.variotdbs.pl/ref/references/"
},
"sources": {
"@id": "https://www.variotdbs.pl/ref/sources/"
},
"sources_release_date": {
"@id": "https://www.variotdbs.pl/ref/sources_release_date/"
},
"sources_update_date": {
"@id": "https://www.variotdbs.pl/ref/sources_update_date/"
},
"threat_type": {
"@id": "https://www.variotdbs.pl/ref/threat_type/"
},
"title": {
"@id": "https://www.variotdbs.pl/ref/title/"
},
"type": {
"@id": "https://www.variotdbs.pl/ref/type/"
}
},
"@id": "https://www.variotdbs.pl/vuln/VAR-200906-0056",
"affected_products": {
"@context": {
"@vocab": "https://www.variotdbs.pl/ref/affected_products#",
"data": {
"@container": "@list"
},
"sources": {
"@container": "@list",
"@context": {
"@vocab": "https://www.variotdbs.pl/ref/sources#"
},
"@id": "https://www.variotdbs.pl/ref/sources"
}
},
"data": [
{
"model": "iphone os",
"scope": "eq",
"trust": 1.6,
"vendor": "apple",
"version": "2.0.1"
},
{
"model": "iphone os",
"scope": "eq",
"trust": 1.6,
"vendor": "apple",
"version": "1.1.5"
},
{
"model": "iphone os",
"scope": "eq",
"trust": 1.6,
"vendor": "apple",
"version": "2.2"
},
{
"model": "iphone os",
"scope": "eq",
"trust": 1.6,
"vendor": "apple",
"version": "2.0.2"
},
{
"model": "iphone os",
"scope": "eq",
"trust": 1.6,
"vendor": "apple",
"version": "2.1"
},
{
"model": "iphone os",
"scope": "eq",
"trust": 1.6,
"vendor": "apple",
"version": "2.0"
},
{
"model": "iphone os",
"scope": "eq",
"trust": 1.6,
"vendor": "apple",
"version": "2.2.1"
},
{
"model": "iphone os",
"scope": "eq",
"trust": 1.6,
"vendor": "apple",
"version": "2.1.1"
},
{
"model": "iphone os",
"scope": "eq",
"trust": 1.6,
"vendor": "apple",
"version": "1.1.4"
},
{
"model": "iphone os",
"scope": "eq",
"trust": 1.6,
"vendor": "apple",
"version": "2.0.0"
},
{
"model": "iphone os",
"scope": "eq",
"trust": 1.0,
"vendor": "apple",
"version": "1.0.2"
},
{
"model": "iphone os",
"scope": "eq",
"trust": 1.0,
"vendor": "apple",
"version": "1.1.0"
},
{
"model": "iphone os",
"scope": "eq",
"trust": 1.0,
"vendor": "apple",
"version": "1.1.3"
},
{
"model": "ipod touch",
"scope": "eq",
"trust": 1.0,
"vendor": "apple",
"version": "*"
},
{
"model": "iphone os",
"scope": "eq",
"trust": 1.0,
"vendor": "apple",
"version": "*"
},
{
"model": "iphone os",
"scope": "eq",
"trust": 1.0,
"vendor": "apple",
"version": "1.1.1"
},
{
"model": "iphone os",
"scope": "eq",
"trust": 1.0,
"vendor": "apple",
"version": "1.0.1"
},
{
"model": "iphone os",
"scope": "eq",
"trust": 1.0,
"vendor": "apple",
"version": "1.0.0"
},
{
"model": "iphone os",
"scope": "eq",
"trust": 1.0,
"vendor": "apple",
"version": "1.1.2"
},
{
"model": "ios",
"scope": "eq",
"trust": 0.8,
"vendor": "apple",
"version": "1.0 to 2.2.1"
},
{
"model": "ios for ipod touch",
"scope": "eq",
"trust": 0.8,
"vendor": "apple",
"version": "1.1 to 2.2.1"
},
{
"model": "ipod touch",
"scope": "eq",
"trust": 0.6,
"vendor": "apple",
"version": "2.2.1"
},
{
"model": "ipod touch",
"scope": "eq",
"trust": 0.6,
"vendor": "apple",
"version": "2.0.2"
},
{
"model": "ipod touch",
"scope": "eq",
"trust": 0.6,
"vendor": "apple",
"version": "2.0.1"
},
{
"model": "ipod touch",
"scope": "eq",
"trust": 0.6,
"vendor": "apple",
"version": "1.1.4"
},
{
"model": "ipod touch",
"scope": "eq",
"trust": 0.6,
"vendor": "apple",
"version": "1.1.3"
},
{
"model": "ipod touch",
"scope": "eq",
"trust": 0.6,
"vendor": "apple",
"version": "1.1.2"
},
{
"model": "ipod touch",
"scope": "eq",
"trust": 0.6,
"vendor": "apple",
"version": "1.1.1"
},
{
"model": "ipod touch",
"scope": "eq",
"trust": 0.6,
"vendor": "apple",
"version": "2.2"
},
{
"model": "ipod touch",
"scope": "eq",
"trust": 0.6,
"vendor": "apple",
"version": "2.1"
},
{
"model": "ipod touch",
"scope": "eq",
"trust": 0.6,
"vendor": "apple",
"version": "2.0"
},
{
"model": "ipod touch",
"scope": "eq",
"trust": 0.6,
"vendor": "apple",
"version": "1.1"
},
{
"model": "ipod touch",
"scope": "eq",
"trust": 0.6,
"vendor": "apple",
"version": "0"
},
{
"model": "iphone",
"scope": "eq",
"trust": 0.6,
"vendor": "apple",
"version": "2.2.1"
},
{
"model": "iphone",
"scope": "eq",
"trust": 0.6,
"vendor": "apple",
"version": "2.0.2"
},
{
"model": "iphone",
"scope": "eq",
"trust": 0.6,
"vendor": "apple",
"version": "2.0.1"
},
{
"model": "iphone",
"scope": "eq",
"trust": 0.6,
"vendor": "apple",
"version": "1.1.4"
},
{
"model": "iphone",
"scope": "eq",
"trust": 0.6,
"vendor": "apple",
"version": "1.1.3"
},
{
"model": "iphone",
"scope": "eq",
"trust": 0.6,
"vendor": "apple",
"version": "1.1.2"
},
{
"model": "iphone",
"scope": "eq",
"trust": 0.6,
"vendor": "apple",
"version": "1.1.1"
},
{
"model": "iphone",
"scope": "eq",
"trust": 0.6,
"vendor": "apple",
"version": "1.0.2"
},
{
"model": "iphone",
"scope": "eq",
"trust": 0.6,
"vendor": "apple",
"version": "1.0.1"
},
{
"model": "iphone",
"scope": "eq",
"trust": 0.6,
"vendor": "apple",
"version": "2.2"
},
{
"model": "iphone",
"scope": "eq",
"trust": 0.6,
"vendor": "apple",
"version": "2.1"
},
{
"model": "iphone",
"scope": "eq",
"trust": 0.6,
"vendor": "apple",
"version": "2.0"
},
{
"model": "iphone",
"scope": "eq",
"trust": 0.6,
"vendor": "apple",
"version": "1.1"
},
{
"model": "iphone",
"scope": "eq",
"trust": 0.6,
"vendor": "apple",
"version": "1"
},
{
"model": "iphone",
"scope": "eq",
"trust": 0.6,
"vendor": "apple",
"version": "0"
},
{
"model": "ipod touch",
"scope": "ne",
"trust": 0.6,
"vendor": "apple",
"version": "3.0"
},
{
"model": "iphone",
"scope": "ne",
"trust": 0.6,
"vendor": "apple",
"version": "3.0"
}
],
"sources": [
{
"db": "BID",
"id": "35414"
},
{
"db": "BID",
"id": "35433"
},
{
"db": "JVNDB",
"id": "JVNDB-2009-001850"
},
{
"db": "CNNVD",
"id": "CNNVD-200906-311"
},
{
"db": "NVD",
"id": "CVE-2009-0959"
}
]
},
"configurations": {
"@context": {
"@vocab": "https://www.variotdbs.pl/ref/configurations#",
"children": {
"@container": "@list"
},
"cpe_match": {
"@container": "@list"
},
"data": {
"@container": "@list"
},
"nodes": {
"@container": "@list"
}
},
"data": [
{
"CVE_data_version": "4.0",
"nodes": [
{
"cpe_match": [
{
"cpe22Uri": "cpe:/o:apple:iphone_os",
"vulnerable": true
},
{
"cpe22Uri": "cpe:/o:apple:iphone_os_for_ipod_touch",
"vulnerable": true
}
],
"operator": "OR"
}
]
}
],
"sources": [
{
"db": "JVNDB",
"id": "JVNDB-2009-001850"
}
]
},
"credits": {
"@context": {
"@vocab": "https://www.variotdbs.pl/ref/credits#",
"sources": {
"@container": "@list",
"@context": {
"@vocab": "https://www.variotdbs.pl/ref/sources#"
}
}
},
"data": "Oskar Lissheim-BoethiusOliver QuasChristian Schmitz",
"sources": [
{
"db": "CNNVD",
"id": "CNNVD-200906-311"
}
],
"trust": 0.6
},
"cve": "CVE-2009-0959",
"cvss": {
"@context": {
"cvssV2": {
"@container": "@list",
"@context": {
"@vocab": "https://www.variotdbs.pl/ref/cvss/cvssV2#"
},
"@id": "https://www.variotdbs.pl/ref/cvss/cvssV2"
},
"cvssV3": {
"@container": "@list",
"@context": {
"@vocab": "https://www.variotdbs.pl/ref/cvss/cvssV3#"
},
"@id": "https://www.variotdbs.pl/ref/cvss/cvssV3/"
},
"severity": {
"@container": "@list",
"@context": {
"@vocab": "https://www.variotdbs.pl/cvss/severity#"
},
"@id": "https://www.variotdbs.pl/ref/cvss/severity"
},
"sources": {
"@container": "@list",
"@context": {
"@vocab": "https://www.variotdbs.pl/ref/sources#"
},
"@id": "https://www.variotdbs.pl/ref/sources"
}
},
"data": [
{
"cvssV2": [
{
"accessComplexity": "MEDIUM",
"accessVector": "NETWORK",
"authentication": "NONE",
"author": "nvd@nist.gov",
"availabilityImpact": "COMPLETE",
"baseScore": 7.1,
"confidentialityImpact": "NONE",
"exploitabilityScore": 8.6,
"id": "CVE-2009-0959",
"impactScore": 6.9,
"integrityImpact": "NONE",
"severity": "HIGH",
"trust": 1.8,
"vectorString": "AV:N/AC:M/Au:N/C:N/I:N/A:C",
"version": "2.0"
},
{
"accessComplexity": "MEDIUM",
"accessVector": "NETWORK",
"authentication": "NONE",
"author": "VULHUB",
"availabilityImpact": "COMPLETE",
"baseScore": 7.1,
"confidentialityImpact": "NONE",
"exploitabilityScore": 8.6,
"id": "VHN-38405",
"impactScore": 6.9,
"integrityImpact": "NONE",
"severity": "HIGH",
"trust": 0.1,
"vectorString": "AV:N/AC:M/AU:N/C:N/I:N/A:C",
"version": "2.0"
}
],
"cvssV3": [],
"severity": [
{
"author": "nvd@nist.gov",
"id": "CVE-2009-0959",
"trust": 1.0,
"value": "HIGH"
},
{
"author": "NVD",
"id": "CVE-2009-0959",
"trust": 0.8,
"value": "High"
},
{
"author": "CNNVD",
"id": "CNNVD-200906-311",
"trust": 0.6,
"value": "MEDIUM"
},
{
"author": "VULHUB",
"id": "VHN-38405",
"trust": 0.1,
"value": "HIGH"
}
]
}
],
"sources": [
{
"db": "VULHUB",
"id": "VHN-38405"
},
{
"db": "JVNDB",
"id": "JVNDB-2009-001850"
},
{
"db": "CNNVD",
"id": "CNNVD-200906-311"
},
{
"db": "NVD",
"id": "CVE-2009-0959"
}
]
},
"description": {
"@context": {
"@vocab": "https://www.variotdbs.pl/ref/description#",
"sources": {
"@container": "@list",
"@context": {
"@vocab": "https://www.variotdbs.pl/ref/sources#"
}
}
},
"data": "The MPEG-4 video codec in Apple iPhone OS 1.0 through 2.2.1 and iPhone OS for iPod touch 1.1 through 2.2.1 allows remote attackers to cause a denial of service (device reset) via a crafted MPEG-4 video file that triggers an \"input validation issue.\". Apple iPhone and iPod touch are prone to multiple vulnerabilities. \nSuccessfully exploiting these issues may allow attackers to bypass security restrictions, obtain sensitive information, or cause denial-of-service conditions. \nThese issues affect the following:\niPhone OS 1.0 through 2.2.1\niPhone OS for iPod touch 1.1 through 2.2.1\nThis BID is being retired",
"sources": [
{
"db": "NVD",
"id": "CVE-2009-0959"
},
{
"db": "JVNDB",
"id": "JVNDB-2009-001850"
},
{
"db": "BID",
"id": "35414"
},
{
"db": "BID",
"id": "35433"
},
{
"db": "VULHUB",
"id": "VHN-38405"
}
],
"trust": 2.25
},
"external_ids": {
"@context": {
"@vocab": "https://www.variotdbs.pl/ref/external_ids#",
"data": {
"@container": "@list"
},
"sources": {
"@container": "@list",
"@context": {
"@vocab": "https://www.variotdbs.pl/ref/sources#"
}
}
},
"data": [
{
"db": "NVD",
"id": "CVE-2009-0959",
"trust": 2.8
},
{
"db": "BID",
"id": "35433",
"trust": 2.8
},
{
"db": "OSVDB",
"id": "55237",
"trust": 2.5
},
{
"db": "VUPEN",
"id": "ADV-2009-1621",
"trust": 2.5
},
{
"db": "BID",
"id": "35414",
"trust": 2.0
},
{
"db": "XF",
"id": "51211",
"trust": 0.8
},
{
"db": "JVNDB",
"id": "JVNDB-2009-001850",
"trust": 0.8
},
{
"db": "CNNVD",
"id": "CNNVD-200906-311",
"trust": 0.6
},
{
"db": "VULHUB",
"id": "VHN-38405",
"trust": 0.1
}
],
"sources": [
{
"db": "VULHUB",
"id": "VHN-38405"
},
{
"db": "BID",
"id": "35414"
},
{
"db": "BID",
"id": "35433"
},
{
"db": "JVNDB",
"id": "JVNDB-2009-001850"
},
{
"db": "CNNVD",
"id": "CNNVD-200906-311"
},
{
"db": "NVD",
"id": "CVE-2009-0959"
}
]
},
"id": "VAR-200906-0056",
"iot": {
"@context": {
"@vocab": "https://www.variotdbs.pl/ref/iot#",
"sources": {
"@container": "@list",
"@context": {
"@vocab": "https://www.variotdbs.pl/ref/sources#"
}
}
},
"data": true,
"sources": [
{
"db": "VULHUB",
"id": "VHN-38405"
}
],
"trust": 0.01
},
"last_update_date": "2025-04-10T22:03:41.247000Z",
"patch": {
"@context": {
"@vocab": "https://www.variotdbs.pl/ref/patch#",
"data": {
"@container": "@list"
},
"sources": {
"@container": "@list",
"@context": {
"@vocab": "https://www.variotdbs.pl/ref/sources#"
}
}
},
"data": [
{
"title": "HT3639",
"trust": 0.8,
"url": "http://support.apple.com/kb/HT3639"
},
{
"title": "HT3639",
"trust": 0.8,
"url": "http://support.apple.com/kb/HT3639?viewlocale=ja_JP"
},
{
"title": "Apple iPhone Enter the fix for the verification error vulnerability",
"trust": 0.6,
"url": "http://www.cnnvd.org.cn/web/xxk/bdxqById.tag?id=203144"
}
],
"sources": [
{
"db": "JVNDB",
"id": "JVNDB-2009-001850"
},
{
"db": "CNNVD",
"id": "CNNVD-200906-311"
}
]
},
"problemtype_data": {
"@context": {
"@vocab": "https://www.variotdbs.pl/ref/problemtype_data#",
"sources": {
"@container": "@list",
"@context": {
"@vocab": "https://www.variotdbs.pl/ref/sources#"
}
}
},
"data": [
{
"problemtype": "CWE-20",
"trust": 1.9
}
],
"sources": [
{
"db": "VULHUB",
"id": "VHN-38405"
},
{
"db": "JVNDB",
"id": "JVNDB-2009-001850"
},
{
"db": "NVD",
"id": "CVE-2009-0959"
}
]
},
"references": {
"@context": {
"@vocab": "https://www.variotdbs.pl/ref/references#",
"data": {
"@container": "@list"
},
"sources": {
"@container": "@list",
"@context": {
"@vocab": "https://www.variotdbs.pl/ref/sources#"
}
}
},
"data": [
{
"trust": 2.5,
"url": "http://www.securityfocus.com/bid/35433"
},
{
"trust": 2.5,
"url": "http://osvdb.org/55237"
},
{
"trust": 2.5,
"url": "http://www.vupen.com/english/advisories/2009/1621"
},
{
"trust": 2.0,
"url": "http://support.apple.com/kb/ht3639"
},
{
"trust": 1.7,
"url": "http://lists.apple.com/archives/security-announce/2009/jun/msg00005.html"
},
{
"trust": 1.7,
"url": "http://www.securityfocus.com/bid/35414"
},
{
"trust": 1.7,
"url": "https://exchange.xforce.ibmcloud.com/vulnerabilities/51211"
},
{
"trust": 0.8,
"url": "http://cve.mitre.org/cgi-bin/cvename.cgi?name=cve-2009-0959"
},
{
"trust": 0.8,
"url": "http://xforce.iss.net/xforce/xfdb/51211"
},
{
"trust": 0.8,
"url": "http://web.nvd.nist.gov/view/vuln/detail?vulnid=cve-2009-0959"
},
{
"trust": 0.6,
"url": "http://www.apple.com/iphone/"
},
{
"trust": 0.6,
"url": "http://www.apple.com/ipodtouch/"
}
],
"sources": [
{
"db": "VULHUB",
"id": "VHN-38405"
},
{
"db": "BID",
"id": "35414"
},
{
"db": "BID",
"id": "35433"
},
{
"db": "JVNDB",
"id": "JVNDB-2009-001850"
},
{
"db": "CNNVD",
"id": "CNNVD-200906-311"
},
{
"db": "NVD",
"id": "CVE-2009-0959"
}
]
},
"sources": {
"@context": {
"@vocab": "https://www.variotdbs.pl/ref/sources#",
"data": {
"@container": "@list"
}
},
"data": [
{
"db": "VULHUB",
"id": "VHN-38405"
},
{
"db": "BID",
"id": "35414"
},
{
"db": "BID",
"id": "35433"
},
{
"db": "JVNDB",
"id": "JVNDB-2009-001850"
},
{
"db": "CNNVD",
"id": "CNNVD-200906-311"
},
{
"db": "NVD",
"id": "CVE-2009-0959"
}
]
},
"sources_release_date": {
"@context": {
"@vocab": "https://www.variotdbs.pl/ref/sources_release_date#",
"data": {
"@container": "@list"
}
},
"data": [
{
"date": "2009-06-19T00:00:00",
"db": "VULHUB",
"id": "VHN-38405"
},
{
"date": "2009-06-17T00:00:00",
"db": "BID",
"id": "35414"
},
{
"date": "2009-06-17T00:00:00",
"db": "BID",
"id": "35433"
},
{
"date": "2009-08-06T00:00:00",
"db": "JVNDB",
"id": "JVNDB-2009-001850"
},
{
"date": "2009-06-19T00:00:00",
"db": "CNNVD",
"id": "CNNVD-200906-311"
},
{
"date": "2009-06-19T16:30:00.250000",
"db": "NVD",
"id": "CVE-2009-0959"
}
]
},
"sources_update_date": {
"@context": {
"@vocab": "https://www.variotdbs.pl/ref/sources_update_date#",
"data": {
"@container": "@list"
}
},
"data": [
{
"date": "2017-08-17T00:00:00",
"db": "VULHUB",
"id": "VHN-38405"
},
{
"date": "2009-06-19T23:09:00",
"db": "BID",
"id": "35414"
},
{
"date": "2009-06-19T23:09:00",
"db": "BID",
"id": "35433"
},
{
"date": "2009-08-06T00:00:00",
"db": "JVNDB",
"id": "JVNDB-2009-001850"
},
{
"date": "2022-08-10T00:00:00",
"db": "CNNVD",
"id": "CNNVD-200906-311"
},
{
"date": "2025-04-09T00:30:58.490000",
"db": "NVD",
"id": "CVE-2009-0959"
}
]
},
"threat_type": {
"@context": {
"@vocab": "https://www.variotdbs.pl/ref/threat_type#",
"sources": {
"@container": "@list",
"@context": {
"@vocab": "https://www.variotdbs.pl/ref/sources#"
}
}
},
"data": "network",
"sources": [
{
"db": "BID",
"id": "35414"
},
{
"db": "BID",
"id": "35433"
}
],
"trust": 0.6
},
"title": {
"@context": {
"@vocab": "https://www.variotdbs.pl/ref/title#",
"sources": {
"@container": "@list",
"@context": {
"@vocab": "https://www.variotdbs.pl/ref/sources#"
}
}
},
"data": "Apple iPhone OS of MPEG-4 Service disruption in video codecs (DoS) Vulnerabilities",
"sources": [
{
"db": "JVNDB",
"id": "JVNDB-2009-001850"
}
],
"trust": 0.8
},
"type": {
"@context": {
"@vocab": "https://www.variotdbs.pl/ref/type#",
"sources": {
"@container": "@list",
"@context": {
"@vocab": "https://www.variotdbs.pl/ref/sources#"
}
}
},
"data": "Input Validation Error",
"sources": [
{
"db": "BID",
"id": "35433"
},
{
"db": "CNNVD",
"id": "CNNVD-200906-311"
}
],
"trust": 0.9
}
}
Drag nodes to arrange them. Double-click a related vulnerability to open it, or a source to visit its link. The Physics button on the left tunes the layout and the simulation; the legend at the bottom left hides or shows nodes by kind and by sighting type.
Sightings
| Author | Source | Type | Date | Other |
|---|
Nomenclature
- Seen: The vulnerability was mentioned, discussed, or observed by the user.
- Confirmed: The vulnerability has been validated from an analyst's perspective.
- Published Proof of Concept: A public proof of concept is available for this vulnerability.
- Exploited: The vulnerability was observed as exploited by the user who reported the sighting.
- Patched: The vulnerability was observed as successfully patched by the user who reported the sighting.
- Not exploited: The vulnerability was not observed as exploited by the user who reported the sighting.
- Not confirmed: The user expressed doubt about the validity of the vulnerability.
- Not patched: The vulnerability was not observed as successfully patched by the user who reported the sighting.
Vulnerability timeline
Sightings and recorded dates, grouped by day · UTC
Loading timeline…
The approach is described in our paper Mapping CVEs to MITRE ATT&CK Techniques: A Curated Gold-Set Classifier and the Limits of LLM-Assisted Label Expansion.
Browse all ATT&CK techniques and the vulnerabilities related to each.
Related by attack behaviour
Vulnerabilities whose description is nearest to this one in the vector space of the CIRCL/vulnerability-attack-technique-biencoder model. This is a similarity search over the bi-encoder space (plain cosine), not a classification, and it has no measured accuracy.