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Security advisory

Type: advisorySources: OSVCVE: CVE-2021-37657

TensorFlow is an end-to-end open source platform for machine learning. In affected versions an attacker can cause undefined behavior via binding a reference to null pointer in all operations of type `tf.raw_ops.MatrixDiagV*`. The [implementation](https://github.com/tensorflow/tensorflow/blob/84d053187cb80d975ef2b9684d4b61981bca0c41/tensorflow/core/kernels/linalg/matrix_diag_op.cc) has incomplete validation that the value of `k` is a valid tensor. We have check that this value is either a scalar or a vector, but there is no check for the number of elements. If this is an empty tensor, then code that accesses the first element of the tensor is wrong. We have patched the issue in GitHub commit f2a673bd34f0d64b8e40a551ac78989d16daad09. The fix will be included in TensorFlow 2.6.0. We will also cherrypick this commit on TensorFlow 2.5.1, TensorFlow 2.4.3, and TensorFlow 2.3.4, as these are also affected and still in supported range.

Products
Not specified
Affected versions
Not specified
Fixed versions
Not specified
CVEs
CVE-2021-37657
Confirmed fixed CVEs
Not specified
Updated in this feed
31 Oct 2026, 12:46 UTC · Revision 1

Source evidence

CVE-2021-37657

core-osv · Original source

Published 12 Aug 2021, 21:15 UTC

TensorFlow is an end-to-end open source platform for machine learning. In affected versions an attacker can cause undefined behavior via binding a reference to null pointer in all operations of type `tf.raw_ops.MatrixDiagV*`. The [implementation](https://github.com/tensorflow/tensorflow/blob/84d053187cb80d975ef2b9684d4b61981bca0c41/tensorflow/core/kernels/linalg/matrix_diag_op.cc) has incomplete validation that the value of `k` is a valid tensor. We have check that this value is either a scalar or a vector, but there is no check for the number of elements. If this is an empty tensor, then code that accesses the first element of the tensor is wrong. We have patched the issue in GitHub commit f2a673bd34f0d64b8e40a551ac78989d16daad09. The fix will be included in TensorFlow 2.6.0. We will also cherrypick this commit on TensorFlow 2.5.1, TensorFlow 2.4.3, and TensorFlow 2.3.4, as these are also affected and still in supported range.

osv:CVE-2021-37657
Complete source record
{
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  "url": "https://osv.dev/vulnerability/CVE-2021-37657",
  "method": "structured",
  "payload": {
    "kind": "advisory",
    "title": "CVE-2021-37657",
    "summary": "TensorFlow is an end-to-end open source platform for machine learning. In affected versions an attacker can cause undefined behavior via binding a reference to null pointer in all operations of type `tf.raw_ops.MatrixDiagV*`. The [implementation](https://github.com/tensorflow/tensorflow/blob/84d053187cb80d975ef2b9684d4b61981bca0c41/tensorflow/core/kernels/linalg/matrix_diag_op.cc) has incomplete validation that the value of `k` is a valid tensor. We have check that this value is either a scalar or a vector, but there is no check for the number of elements. If this is an empty tensor, then code that accesses the first element of the tensor is wrong. We have patched the issue in GitHub commit f2a673bd34f0d64b8e40a551ac78989d16daad09. The fix will be included in TensorFlow 2.6.0. We will also cherrypick this commit on TensorFlow 2.5.1, TensorFlow 2.4.3, and TensorFlow 2.3.4, as these are also affected and still in supported range.",
    "evidence": "osv:CVE-2021-37657",
    "products": [],
    "severity": "high",
    "structured": {
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      "aliases": [
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        "CVE-2021-37657",
        "GHSA-5xwc-mrhx-5g3m",
        "PYSEC-2021-279",
        "PYSEC-2021-570",
        "PYSEC-2021-768"
      ],
      "metrics": [
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                  {
                    "cpe": "cpe:2.3:a:google:tensorflow:2.6.0:rc1:*:*:*:*:*:*",
                    "range": [
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                      {
                        "last_affected": "2.6.0-rc1"
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                    "source": "CPE_STRING"
                  },
                  {
                    "cpe": "cpe:2.3:a:google:tensorflow:2.6.0:rc2:*:*:*:*:*:*",
                    "range": [
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                        "introduced": "2.6.0-rc2"
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                      {
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                    "source": "CPE_STRING"
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                  {
                    "range": [
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                    "source": "REFERENCES_COMMIT"
                  }
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              }
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          "versions": [
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            "2.6.0-rc1",
            "2.6.0-rc2",
            "v2.3.3",
            "v2.4.2",
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            "v2.4.1",
            "v2.4.0",
            "v2.3.1",
            "v2.3.0"
          ],
          "database_specific": {
            "source": "https://storage.googleapis.com/cve-osv-conversion/osv-output/CVE-2021-37657.json",
            "vanir_signatures": [
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                "source": "https://github.com/tensorflow/tensorflow/commit/f2a673bd34f0d64b8e40a551ac78989d16daad09",
                "target": {
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                "signature_type": "Line",
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            "vanir_signatures_modified": "2026-10-20T14:28:16Z"
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      ],
      "modified": "2026-10-20T14:28:16.715074002Z",
      "provider": "osv",
      "references": [
        "https://github.com/tensorflow/tensorflow/security/advisories/GHSA-5xwc-mrhx-5g3m",
        "https://github.com/tensorflow/tensorflow/commit/f2a673bd34f0d64b8e40a551ac78989d16daad09"
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      "provider_metadata": {}
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    "related_cves": [
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    "severity_evidence": "/severity/0/score"
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  "source_id": "core-osv",
  "document_id": 389029,
  "published_at": "2021-08-12T21:15:08.567+00:00"
}