Process memory corruption via malformed sparse tensors
Published May 14, 2021 · Updated Aug 3, 2024
Out-of-bounds write in SparseAdd in affected Google TensorFlow releases allows local users to corrupt process memory via malformed tensors. SparseAdd fails to reject empty shape tensors or indices whose second dimension differs from the matching shape size, permitting null dereference and heap writes outside allocated bounds. Exploitation requires the ability to execute a crafted TensorFlow operation locally; outcomes are bounded to process memory corruption or a crash.
Summary
What happened
Out-of-bounds write in SparseAdd in affected Google TensorFlow releases allows local users to corrupt process memory via malformed tensors. SparseAdd fails to reject empty shape tensors or indices whose second dimension differs from the matching shape size, permitting null dereference and heap writes outside allocated bounds. Exploitation requires the ability to execute a crafted TensorFlow operation locally; outcomes are bounded to process memory corruption or a crash.
The record
- CVE
- CVE-2021-29609
- Published
- May 14, 2021
- Updated
- Aug 3, 2024
- Vendor
- Product
- TensorFlow
- Classifications
- CWE-665, CWE-476, CWE-787
- Attack vector
- local
- Privileges
- authenticated
Timeline
How it unfolded
- May 14, 2021CVE publishedPublication date reported by the CVE source.
- Aug 3, 2024Record updatedLatest update available in the CVE record.
Exploitability
Present is not the same as exploitable
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Is a vulnerable build present?
Compare these published version ranges with your installed build and any vendor patches.
- Affected versionversion=< 2.1.4
- Affected versionversion=>= 2.2.0, < 2.2.3
- Affected versionversion=>= 2.3.0, < 2.3.3
- Affected versionversion=>= 2.4.0, < 2.4.2
What conditions does exploitation require?
What is affected?
Published CVSS scores
CVSS describes severity. EPSS estimates exploitation probability.
Attacks
What attackers are doing with it
Daily unique IPs observed by Shadowserver honeypots for known exploited vulnerabilities (KEVs). Missing observations do not establish an absence of attacks.
Weakness, pattern, technique
Public exploit references
- Upstream SparseAdd malformed-tensor proof of conceptproof of concept · demonstrated
Labels summarize the accepted research assessment. They do not indicate a test against your environment.
Technologies
Your stack
See the directory against your own environment.
Your stack
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