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Security advisory

Type: advisorySources: OSVCVE: CVE-2021-29540

TensorFlow is an end-to-end open source platform for machine learning. An attacker can cause a heap buffer overflow to occur in `Conv2DBackpropFilter`. This is because the implementation(https://github.com/tensorflow/tensorflow/blob/1b0296c3b8dd9bd948f924aa8cd62f87dbb7c3da/tensorflow/core/kernels/conv_grad_filter_ops.cc#L495-L497) computes the size of the filter tensor but does not validate that it matches the number of elements in `filter_sizes`. Later, when reading/writing to this buffer, code uses the value computed here, instead of the number of elements in the tensor. The fix will be included in TensorFlow 2.5.0. We will also cherrypick this commit on TensorFlow 2.4.2, TensorFlow 2.3.3, TensorFlow 2.2.3 and TensorFlow 2.1.4, as these are also affected and still in supported range.

Products
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Affected versions
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Fixed versions
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CVEs
CVE-2021-29540
Confirmed fixed CVEs
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Updated in this feed
31 Oct 2026, 12:44 UTC · Revision 1

Source evidence

CVE-2021-29540

core-osv · Original source

Published 14 May 2021, 20:15 UTC

TensorFlow is an end-to-end open source platform for machine learning. An attacker can cause a heap buffer overflow to occur in `Conv2DBackpropFilter`. This is because the implementation(https://github.com/tensorflow/tensorflow/blob/1b0296c3b8dd9bd948f924aa8cd62f87dbb7c3da/tensorflow/core/kernels/conv_grad_filter_ops.cc#L495-L497) computes the size of the filter tensor but does not validate that it matches the number of elements in `filter_sizes`. Later, when reading/writing to this buffer, code uses the value computed here, instead of the number of elements in the tensor. The fix will be included in TensorFlow 2.5.0. We will also cherrypick this commit on TensorFlow 2.4.2, TensorFlow 2.3.3, TensorFlow 2.2.3 and TensorFlow 2.1.4, as these are also affected and still in supported range.

osv:CVE-2021-29540
Complete source record
{
  "id": "c81c3bb5523700dd9c20923d64a4bc19858c71462901487a38372f1e4a6a3a48",
  "url": "https://osv.dev/vulnerability/CVE-2021-29540",
  "method": "structured",
  "payload": {
    "kind": "advisory",
    "title": "CVE-2021-29540",
    "summary": "TensorFlow is an end-to-end open source platform for machine learning. An attacker can cause a heap buffer overflow to occur in `Conv2DBackpropFilter`. This is because the implementation(https://github.com/tensorflow/tensorflow/blob/1b0296c3b8dd9bd948f924aa8cd62f87dbb7c3da/tensorflow/core/kernels/conv_grad_filter_ops.cc#L495-L497) computes the size of the filter tensor but does not validate that it matches the number of elements in `filter_sizes`. Later, when reading/writing to this buffer, code uses the value computed here, instead of the number of elements in the tensor. The fix will be included in TensorFlow 2.5.0. We will also cherrypick this commit on TensorFlow 2.4.2, TensorFlow 2.3.3, TensorFlow 2.2.3 and TensorFlow 2.1.4, as these are also affected and still in supported range.",
    "evidence": "osv:CVE-2021-29540",
    "products": [],
    "severity": "high",
    "structured": {
      "id": "CVE-2021-29540",
      "aliases": [
        "BIT-tensorflow-2021-29540",
        "CVE-2021-29540",
        "GHSA-xgc3-m89p-vr3x",
        "PYSEC-2021-177",
        "PYSEC-2021-468",
        "PYSEC-2021-666"
      ],
      "metrics": [
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          "type": "CVSS_V3",
          "score": "CVSS:3.1/AV:L/AC:L/PR:L/UI:N/S:U/C:H/I:H/A:H"
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                    "range": [
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                    "source": "REFERENCES_COMMIT"
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          "database_specific": {
            "source": "https://storage.googleapis.com/cve-osv-conversion/osv-output/CVE-2021-29540.json",
            "vanir_signatures": [
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                "target": {
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            "vanir_signatures_modified": "2026-10-20T14:24:28Z"
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      ],
      "modified": "2026-10-20T14:24:28.353759661Z",
      "provider": "osv",
      "references": [
        "https://github.com/tensorflow/tensorflow/commit/c570e2ecfc822941335ad48f6e10df4e21f11c96",
        "https://github.com/tensorflow/tensorflow/security/advisories/GHSA-xgc3-m89p-vr3x"
      ],
      "provider_metadata": {}
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    "related_cves": [
      {
        "value": "CVE-2021-29540",
        "evidence": "/id"
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    "security_relevant": true,
    "severity_evidence": "/severity/0/score"
  },
  "source_id": "core-osv",
  "document_id": 388915,
  "published_at": "2021-05-14T20:15:12.443+00:00"
}