Vulnerability-Lookup

GHSA-92XH-VV6Q-4WQQ

Vulnerability from github – Published: 2026-09-24 18:31 – Updated: 2026-10-30 15:33

Details

In the Linux kernel, the following vulnerability has been resolved:

driver core: Avoid warning when removing a device while its supplier is unbinding

During driver removal, the following warning can appear: WARNING: CPU: 1 PID: 139 at drivers/base/core.c:1497 __device_links_no_driver+0xcc/0xfc ... Call trace: __device_links_no_driver+0xcc/0xfc (P) device_links_driver_cleanup+0xa8/0xf0 device_release_driver_internal+0x208/0x23c device_links_unbind_consumers+0xe0/0x108 device_release_driver_internal+0xec/0x23c device_links_unbind_consumers+0xe0/0x108 device_release_driver_internal+0xec/0x23c device_links_unbind_consumers+0xe0/0x108 device_release_driver_internal+0xec/0x23c driver_detach+0xa0/0x12c bus_remove_driver+0x6c/0xbc driver_unregister+0x30/0x60 pci_unregister_driver+0x20/0x9c lan966x_pci_driver_exit+0x18/0xa90 [lan966x_pci]

This warning is triggered when a consumer is removed because the links status of its supplier is not DL_DEV_DRIVER_BOUND and the link flag DL_FLAG_SYNC_STATE_ONLY is not set.

The topology in terms of consumers/suppliers used was the following (consumer ---> supplier):

  i2c -----------> OIC ----> PCI device
   |                ^
   |                |
   +---> pinctrl ---+

When the PCI device is removed, the OIC (interrupt controller) has to be removed. In order to remove the OIC, pinctrl and i2c need to be removed and to remove pinctrl, i2c need to be removed. The removal order is: 1) i2c 2) pinctrl 3) OIC 4) PCI device

In details, the removal sequence is the following (with 0000:01:00.0 the PCI device): driver_detach: call device_release_driver_internal(0000:01:00.0)... device_links_busy(0000:01:00.0): links->status = DL_DEV_UNBINDING device_links_unbind_consumers(0000:01:00.0): 0000:01:00.0--oic link->status = DL_STATE_SUPPLIER_UNBIND call device_release_driver_internal(oic)... device_links_busy(oic): links->status = DL_DEV_UNBINDING device_links_unbind_consumers(oic): oic--pinctrl link->status = DL_STATE_SUPPLIER_UNBIND call device_release_driver_internal(pinctrl)... device_links_busy(pinctrl): links->status = DL_DEV_UNBINDING device_links_unbind_consumers(pinctrl): pinctrl--i2c link->status = DL_STATE_SUPPLIER_UNBIND call device_release_driver_internal(i2c)... device_links_busy(i2c): links->status = DL_DEV_UNBINDING __device_links_no_driver(i2c)... pinctrl--i2c link->status is DL_STATE_SUPPLIER_UNBIND oic--i2c link->status is DL_STATE_ACTIVE oic--i2c link->supplier->links.status is DL_DEV_UNBINDING

The warning is triggered by the i2c removal because the OIC (supplier) links status is not DL_DEV_DRIVER_BOUND. Its links status is indeed set to DL_DEV_UNBINDING.

It is perfectly legit to have the links status set to DL_DEV_UNBINDING in that case. Indeed we had started to unbind the OIC which triggered the consumer unbinding and didn't finish yet when the i2c is unbound.

Avoid the warning when the supplier links status is set to DL_DEV_UNBINDING and thus support this removal sequence without any warnings.

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{
  "affected": [],
  "aliases": [
    "CVE-2026-97479"
  ],
  "database_specific": {
    "cwe_ids": [],
    "github_reviewed": false,
    "github_reviewed_at": null,
    "nvd_published_at": "2026-09-24T17:17:25Z",
    "severity": null
  },
  "details": "In the Linux kernel, the following vulnerability has been resolved:\n\ndriver core: Avoid warning when removing a device while its supplier is unbinding\n\nDuring driver removal, the following warning can appear:\n   WARNING: CPU: 1 PID: 139 at drivers/base/core.c:1497 __device_links_no_driver+0xcc/0xfc\n   ...\n   Call trace:\n     __device_links_no_driver+0xcc/0xfc (P)\n     device_links_driver_cleanup+0xa8/0xf0\n     device_release_driver_internal+0x208/0x23c\n     device_links_unbind_consumers+0xe0/0x108\n     device_release_driver_internal+0xec/0x23c\n     device_links_unbind_consumers+0xe0/0x108\n     device_release_driver_internal+0xec/0x23c\n     device_links_unbind_consumers+0xe0/0x108\n     device_release_driver_internal+0xec/0x23c\n     driver_detach+0xa0/0x12c\n     bus_remove_driver+0x6c/0xbc\n     driver_unregister+0x30/0x60\n     pci_unregister_driver+0x20/0x9c\n     lan966x_pci_driver_exit+0x18/0xa90 [lan966x_pci]\n\nThis warning is triggered when a consumer is removed because the links\nstatus of its supplier is not DL_DEV_DRIVER_BOUND and the link flag\nDL_FLAG_SYNC_STATE_ONLY is not set.\n\nThe topology in terms of consumers/suppliers used was the following\n(consumer ---\u003e supplier):\n\n      i2c -----------\u003e OIC ----\u003e PCI device\n       |                ^\n       |                |\n       +---\u003e pinctrl ---+\n\nWhen the PCI device is removed, the OIC (interrupt controller) has to be\nremoved. In order to remove the OIC, pinctrl and i2c need to be removed\nand to remove pinctrl, i2c need to be removed. The removal order is:\n  1) i2c\n  2) pinctrl\n  3) OIC\n  4) PCI device\n\nIn details, the removal sequence is the following (with 0000:01:00.0 the\nPCI device):\n  driver_detach: call device_release_driver_internal(0000:01:00.0)...\n    device_links_busy(0000:01:00.0):\n      links-\u003estatus = DL_DEV_UNBINDING\n    device_links_unbind_consumers(0000:01:00.0):\n      0000:01:00.0--oic link-\u003estatus = DL_STATE_SUPPLIER_UNBIND\n      call device_release_driver_internal(oic)...\n        device_links_busy(oic):\n          links-\u003estatus = DL_DEV_UNBINDING\n        device_links_unbind_consumers(oic):\n          oic--pinctrl link-\u003estatus = DL_STATE_SUPPLIER_UNBIND\n          call device_release_driver_internal(pinctrl)...\n            device_links_busy(pinctrl):\n              links-\u003estatus = DL_DEV_UNBINDING\n            device_links_unbind_consumers(pinctrl):\n              pinctrl--i2c link-\u003estatus = DL_STATE_SUPPLIER_UNBIND\n              call device_release_driver_internal(i2c)...\n                device_links_busy(i2c): links-\u003estatus = DL_DEV_UNBINDING\n                __device_links_no_driver(i2c)...\n                  pinctrl--i2c link-\u003estatus is DL_STATE_SUPPLIER_UNBIND\n                  oic--i2c link-\u003estatus is DL_STATE_ACTIVE\n                  oic--i2c link-\u003esupplier-\u003elinks.status is DL_DEV_UNBINDING\n\nThe warning is triggered by the i2c removal because the OIC (supplier)\nlinks status is not DL_DEV_DRIVER_BOUND. Its links status is indeed set\nto DL_DEV_UNBINDING.\n\nIt is perfectly legit to have the links status set to DL_DEV_UNBINDING\nin that case. Indeed we had started to unbind the OIC which triggered\nthe consumer unbinding and didn\u0027t finish yet when the i2c is unbound.\n\nAvoid the warning when the supplier links status is set to\nDL_DEV_UNBINDING and thus support this removal sequence without any\nwarnings.",
  "id": "GHSA-92xh-vv6q-4wqq",
  "modified": "2026-10-30T15:33:45Z",
  "published": "2026-09-24T18:31:34Z",
  "references": [
    {
      "type": "ADVISORY",
      "url": "https://nvd.nist.gov/vuln/detail/CVE-2026-97479"
    },
    {
      "type": "WEB",
      "url": "https://git.kernel.org/stable/c/36d74f17e03f7e60e1b08fbe16cfad6e69cc3aa9"
    },
    {
      "type": "WEB",
      "url": "https://git.kernel.org/stable/c/3d13785eabc3871bde179f3f17a2b2bef064864a"
    },
    {
      "type": "WEB",
      "url": "https://git.kernel.org/stable/c/73ea4ec0ec46d12558a61842b474e7dd63538edc"
    },
    {
      "type": "WEB",
      "url": "https://git.kernel.org/stable/c/d5eb39d6178ca88db706c7b82dcd19a77f30aa9e"
    },
    {
      "type": "WEB",
      "url": "https://git.kernel.org/stable/c/da22e4bce2a8cbed32dcda407b7d06cb5feec8e3"
    }
  ],
  "schema_version": "1.4.0",
  "severity": []
}

CVE-2026-97479 (GCVE-0-2026-97479)

Vulnerability from cvelistv5 – Published: 2026-09-24 16:04 – Updated: 2026-10-30 12:37

Title

driver core: Avoid warning when removing a device while its supplier is unbinding

Summary

In the Linux kernel, the following vulnerability has been resolved: driver core: Avoid warning when removing a device while its supplier is unbinding During driver removal, the following warning can appear: WARNING: CPU: 1 PID: 139 at drivers/base/core.c:1497 __device_links_no_driver+0xcc/0xfc ... Call trace: __device_links_no_driver+0xcc/0xfc (P) device_links_driver_cleanup+0xa8/0xf0 device_release_driver_internal+0x208/0x23c device_links_unbind_consumers+0xe0/0x108 device_release_driver_internal+0xec/0x23c device_links_unbind_consumers+0xe0/0x108 device_release_driver_internal+0xec/0x23c device_links_unbind_consumers+0xe0/0x108 device_release_driver_internal+0xec/0x23c driver_detach+0xa0/0x12c bus_remove_driver+0x6c/0xbc driver_unregister+0x30/0x60 pci_unregister_driver+0x20/0x9c lan966x_pci_driver_exit+0x18/0xa90 [lan966x_pci] This warning is triggered when a consumer is removed because the links status of its supplier is not DL_DEV_DRIVER_BOUND and the link flag DL_FLAG_SYNC_STATE_ONLY is not set. The topology in terms of consumers/suppliers used was the following (consumer ---> supplier): i2c -----------> OIC ----> PCI device | ^ | | +---> pinctrl ---+ When the PCI device is removed, the OIC (interrupt controller) has to be removed. In order to remove the OIC, pinctrl and i2c need to be removed and to remove pinctrl, i2c need to be removed. The removal order is: 1) i2c 2) pinctrl 3) OIC 4) PCI device In details, the removal sequence is the following (with 0000:01:00.0 the PCI device): driver_detach: call device_release_driver_internal(0000:01:00.0)... device_links_busy(0000:01:00.0): links->status = DL_DEV_UNBINDING device_links_unbind_consumers(0000:01:00.0): 0000:01:00.0--oic link->status = DL_STATE_SUPPLIER_UNBIND call device_release_driver_internal(oic)... device_links_busy(oic): links->status = DL_DEV_UNBINDING device_links_unbind_consumers(oic): oic--pinctrl link->status = DL_STATE_SUPPLIER_UNBIND call device_release_driver_internal(pinctrl)... device_links_busy(pinctrl): links->status = DL_DEV_UNBINDING device_links_unbind_consumers(pinctrl): pinctrl--i2c link->status = DL_STATE_SUPPLIER_UNBIND call device_release_driver_internal(i2c)... device_links_busy(i2c): links->status = DL_DEV_UNBINDING __device_links_no_driver(i2c)... pinctrl--i2c link->status is DL_STATE_SUPPLIER_UNBIND oic--i2c link->status is DL_STATE_ACTIVE oic--i2c link->supplier->links.status is DL_DEV_UNBINDING The warning is triggered by the i2c removal because the OIC (supplier) links status is not DL_DEV_DRIVER_BOUND. Its links status is indeed set to DL_DEV_UNBINDING. It is perfectly legit to have the links status set to DL_DEV_UNBINDING in that case. Indeed we had started to unbind the OIC which triggered the consumer unbinding and didn't finish yet when the i2c is unbound. Avoid the warning when the supplier links status is set to DL_DEV_UNBINDING and thus support this removal sequence without any warnings.

Severity

No CVSS data available.

Assigner

Linux CNA under the mitre root

CNA scorecard D 53/100 over 6641 records in the last 180 days details

References

5 references

URL	Tags
https://git.kernel.org/stable/c/3d13785eabc3871bd…
https://git.kernel.org/stable/c/d5eb39d6178ca88db…
https://git.kernel.org/stable/c/da22e4bce2a8cbed3…
https://git.kernel.org/stable/c/73ea4ec0ec46d1255…
https://git.kernel.org/stable/c/36d74f17e03f7e60e…

Impacted products

2 products

Vendor	Product	Version
Linux	Linux	Affected: 8c3e315d4296421cd26b3300ee0ac117f0877f20 , < 3d13785eabc3871bde179f3f17a2b2bef064864a (git) Affected: 8c3e315d4296421cd26b3300ee0ac117f0877f20 , < d5eb39d6178ca88db706c7b82dcd19a77f30aa9e (git) Affected: 8c3e315d4296421cd26b3300ee0ac117f0877f20 , < da22e4bce2a8cbed32dcda407b7d06cb5feec8e3 (git) Affected: 8c3e315d4296421cd26b3300ee0ac117f0877f20 , < 73ea4ec0ec46d12558a61842b474e7dd63538edc (git) Affected: 8c3e315d4296421cd26b3300ee0ac117f0877f20 , < 36d74f17e03f7e60e1b08fbe16cfad6e69cc3aa9 (git) Affected: 2e5c082d3727522a3f30a50582784d24754d14a8 (git) Affected: 70154bb515a325c007bcf64971099e1e17f16f28 (git) Affected: 5.6.19 , < 5.7 (semver) Affected: 5.7.3 , < 5.8 (semver)
Linux	Linux	Affected: 5.8 Unaffected: 0 , < 5.8 (semver) Unaffected: 6.1.191 , ≤ 6.1.* (semver) Unaffected: 6.6.160 , ≤ 6.6.* (semver) Unaffected: 6.12.114 , ≤ 6.12.* (semver) Unaffected: 6.18.53 , ≤ 6.18.* (semver) Unaffected: 7.2 , ≤ * (original_commit_for_fix)

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{
  "containers": {
    "cna": {
      "affected": [
        {
          "defaultStatus": "unaffected",
          "product": "Linux",
          "programFiles": [
            "drivers/base/core.c"
          ],
          "repo": "https://git.kernel.org/pub/scm/linux/kernel/git/stable/linux.git",
          "vendor": "Linux",
          "versions": [
            {
              "lessThan": "3d13785eabc3871bde179f3f17a2b2bef064864a",
              "status": "affected",
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              "versionType": "git"
            },
            {
              "lessThan": "d5eb39d6178ca88db706c7b82dcd19a77f30aa9e",
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              "versionType": "git"
            },
            {
              "lessThan": "da22e4bce2a8cbed32dcda407b7d06cb5feec8e3",
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              "versionType": "git"
            },
            {
              "lessThan": "73ea4ec0ec46d12558a61842b474e7dd63538edc",
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              "versionType": "git"
            },
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              "lessThan": "36d74f17e03f7e60e1b08fbe16cfad6e69cc3aa9",
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              "versionType": "git"
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              "status": "affected",
              "version": "2e5c082d3727522a3f30a50582784d24754d14a8",
              "versionType": "git"
            },
            {
              "status": "affected",
              "version": "70154bb515a325c007bcf64971099e1e17f16f28",
              "versionType": "git"
            },
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              "version": "5.6.19",
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            },
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          "vendor": "Linux",
          "versions": [
            {
              "status": "affected",
              "version": "5.8"
            },
            {
              "lessThan": "5.8",
              "status": "unaffected",
              "version": "0",
              "versionType": "semver"
            },
            {
              "lessThanOrEqual": "6.1.*",
              "status": "unaffected",
              "version": "6.1.191",
              "versionType": "semver"
            },
            {
              "lessThanOrEqual": "6.6.*",
              "status": "unaffected",
              "version": "6.6.160",
              "versionType": "semver"
            },
            {
              "lessThanOrEqual": "6.12.*",
              "status": "unaffected",
              "version": "6.12.114",
              "versionType": "semver"
            },
            {
              "lessThanOrEqual": "6.18.*",
              "status": "unaffected",
              "version": "6.18.53",
              "versionType": "semver"
            },
            {
              "lessThanOrEqual": "*",
              "status": "unaffected",
              "version": "7.2",
              "versionType": "original_commit_for_fix"
            }
          ]
        }
      ],
      "cpeApplicability": [
        {
          "nodes": [
            {
              "cpeMatch": [
                {
                  "criteria": "cpe:2.3:o:linux:linux_kernel:*:*:*:*:*:*:*:*",
                  "versionEndExcluding": "6.1.191",
                  "versionStartIncluding": "5.8",
                  "vulnerable": true
                },
                {
                  "criteria": "cpe:2.3:o:linux:linux_kernel:*:*:*:*:*:*:*:*",
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                },
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                },
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                  "vulnerable": true
                },
                {
                  "criteria": "cpe:2.3:o:linux:linux_kernel:*:*:*:*:*:*:*:*",
                  "versionStartIncluding": "5.6.19",
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                {
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                }
              ],
              "negate": false,
              "operator": "OR"
            }
          ]
        }
      ],
      "descriptions": [
        {
          "lang": "en",
          "value": "In the Linux kernel, the following vulnerability has been resolved:\n\ndriver core: Avoid warning when removing a device while its supplier is unbinding\n\nDuring driver removal, the following warning can appear:\n   WARNING: CPU: 1 PID: 139 at drivers/base/core.c:1497 __device_links_no_driver+0xcc/0xfc\n   ...\n   Call trace:\n     __device_links_no_driver+0xcc/0xfc (P)\n     device_links_driver_cleanup+0xa8/0xf0\n     device_release_driver_internal+0x208/0x23c\n     device_links_unbind_consumers+0xe0/0x108\n     device_release_driver_internal+0xec/0x23c\n     device_links_unbind_consumers+0xe0/0x108\n     device_release_driver_internal+0xec/0x23c\n     device_links_unbind_consumers+0xe0/0x108\n     device_release_driver_internal+0xec/0x23c\n     driver_detach+0xa0/0x12c\n     bus_remove_driver+0x6c/0xbc\n     driver_unregister+0x30/0x60\n     pci_unregister_driver+0x20/0x9c\n     lan966x_pci_driver_exit+0x18/0xa90 [lan966x_pci]\n\nThis warning is triggered when a consumer is removed because the links\nstatus of its supplier is not DL_DEV_DRIVER_BOUND and the link flag\nDL_FLAG_SYNC_STATE_ONLY is not set.\n\nThe topology in terms of consumers/suppliers used was the following\n(consumer ---\u003e supplier):\n\n      i2c -----------\u003e OIC ----\u003e PCI device\n       |                ^\n       |                |\n       +---\u003e pinctrl ---+\n\nWhen the PCI device is removed, the OIC (interrupt controller) has to be\nremoved. In order to remove the OIC, pinctrl and i2c need to be removed\nand to remove pinctrl, i2c need to be removed. The removal order is:\n  1) i2c\n  2) pinctrl\n  3) OIC\n  4) PCI device\n\nIn details, the removal sequence is the following (with 0000:01:00.0 the\nPCI device):\n  driver_detach: call device_release_driver_internal(0000:01:00.0)...\n    device_links_busy(0000:01:00.0):\n      links-\u003estatus = DL_DEV_UNBINDING\n    device_links_unbind_consumers(0000:01:00.0):\n      0000:01:00.0--oic link-\u003estatus = DL_STATE_SUPPLIER_UNBIND\n      call device_release_driver_internal(oic)...\n        device_links_busy(oic):\n          links-\u003estatus = DL_DEV_UNBINDING\n        device_links_unbind_consumers(oic):\n          oic--pinctrl link-\u003estatus = DL_STATE_SUPPLIER_UNBIND\n          call device_release_driver_internal(pinctrl)...\n            device_links_busy(pinctrl):\n              links-\u003estatus = DL_DEV_UNBINDING\n            device_links_unbind_consumers(pinctrl):\n              pinctrl--i2c link-\u003estatus = DL_STATE_SUPPLIER_UNBIND\n              call device_release_driver_internal(i2c)...\n                device_links_busy(i2c): links-\u003estatus = DL_DEV_UNBINDING\n                __device_links_no_driver(i2c)...\n                  pinctrl--i2c link-\u003estatus is DL_STATE_SUPPLIER_UNBIND\n                  oic--i2c link-\u003estatus is DL_STATE_ACTIVE\n                  oic--i2c link-\u003esupplier-\u003elinks.status is DL_DEV_UNBINDING\n\nThe warning is triggered by the i2c removal because the OIC (supplier)\nlinks status is not DL_DEV_DRIVER_BOUND. Its links status is indeed set\nto DL_DEV_UNBINDING.\n\nIt is perfectly legit to have the links status set to DL_DEV_UNBINDING\nin that case. Indeed we had started to unbind the OIC which triggered\nthe consumer unbinding and didn\u0027t finish yet when the i2c is unbound.\n\nAvoid the warning when the supplier links status is set to\nDL_DEV_UNBINDING and thus support this removal sequence without any\nwarnings."
        }
      ],
      "providerMetadata": {
        "dateUpdated": "2026-10-30T12:37:00.836Z",
        "orgId": "416baaa9-dc9f-4396-8d5f-8c081fb06d67",
        "shortName": "Linux"
      },
      "references": [
        {
          "url": "https://git.kernel.org/stable/c/3d13785eabc3871bde179f3f17a2b2bef064864a"
        },
        {
          "url": "https://git.kernel.org/stable/c/d5eb39d6178ca88db706c7b82dcd19a77f30aa9e"
        },
        {
          "url": "https://git.kernel.org/stable/c/da22e4bce2a8cbed32dcda407b7d06cb5feec8e3"
        },
        {
          "url": "https://git.kernel.org/stable/c/73ea4ec0ec46d12558a61842b474e7dd63538edc"
        },
        {
          "url": "https://git.kernel.org/stable/c/36d74f17e03f7e60e1b08fbe16cfad6e69cc3aa9"
        }
      ],
      "title": "driver core: Avoid warning when removing a device while its supplier is unbinding",
      "x_generator": {
        "engine": "bippy-1.2.0"
      }
    }
  },
  "cveMetadata": {
    "assignerOrgId": "416baaa9-dc9f-4396-8d5f-8c081fb06d67",
    "assignerShortName": "Linux",
    "cveId": "CVE-2026-97479",
    "datePublished": "2026-09-24T16:04:21.956Z",
    "dateReserved": "2026-09-24T16:01:01.149Z",
    "dateUpdated": "2026-10-30T12:37:00.836Z",
    "state": "PUBLISHED"
  },
  "dataType": "CVE_RECORD",
  "dataVersion": "5.2"
}

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

Order JSON

How durations are calculated

Following the VTEM framework (Black Hat USA 2015), time to patch starts when the vendor or a coordinator was informed, total time to patch at discovery, and disclosure to patch at public disclosure; vendor response time runs from the report to its acknowledgement. Time to exploit and time unpatched start at the earliest discovery or report, falling back to public disclosure. Unpatched time ends at the first recorded patch, or the calculation time when no patch is recorded. Exploitation to patch shows the interval between those two events; a published proof of concept is a public exploit, not exploitation.

Each result shows its source dates. A negative interval means the end event came first; when date-only inputs leave the order open, the result says so. Date-only inputs are approximate. The earliest evidence wins: KEV report dates and sightings are labelled as such. Records describing another vulnerability are listed but never calculated from, and a PoC alone does not establish exploitation. Missing patch evidence does not prove that no patch exists. Filters below change the event list only.

Publication & reservation Sightings KEV catalogs Other timestamps

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The MITRE ATT&CK techniques below are AI-generated suggestions, inferred from the description of the vulnerability by the CIRCL/vulnerability-attack-technique-classification-roberta-base model, served locally by ML-Gateway. They have not been verified by an analyst and are provided for guidance only.
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.

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