CVE-2021-29607

Incomplete validation in `SparseSparseMinimum`

HIGH
7.8
CVSS Score
Published: May 14, 2021 at 07:21 PM UTC
Updated: June 17, 2026 at 03:48 AM UTC
2 products affected across 2 vendorsTensorflowTensorFlow

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Severity
HIGH7.8
Exploit prediction
EPSS 0.2%

Description

TensorFlow is an end-to-end open source platform for machine learning. Incomplete validation in `SparseAdd` results in allowing attackers to exploit undefined behavior (dereferencing null pointers) as well as write outside of bounds of heap allocated data. The implementation(https://github.com/tensorflow/tensorflow/blob/656e7673b14acd7835dc778867f84916c6d1cac2/tensorflow/core/kernels/sparse_sparse_binary_op_shared.cc) has a large set of validation for the two sparse tensor inputs (6 tensors in total), but does not validate that the tensors are not empty or that the second dimension of `*_indices` matches the size of corresponding `*_shape`. This allows attackers to send tensor triples that represent invalid sparse tensors to abuse code assumptions that are not protected by validation. 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.

Affected

Our own answer: ranges merged, affected separated from platform-only, with confidence and review flags.

v < 2.1.42.2.0 ≤ v < 2.2.32.3.0 ≤ v < 2.3.32.4.0 ≤ v < 2.4.2
Affected range stops below 2.1.4, so it looks safe — our inference, not a vendor statement
Affected range stops below 2.2.3, so it looks safe — our inference, not a vendor statement
Affected range stops below 2.3.3, so it looks safe — our inference, not a vendor statement
Affected range stops below 2.4.2, so it looks safe — our inference, not a vendor statement
v < 2.1.4v < 2.2.3v < 2.3.3v < 2.4.2
Affected range stops below 2.1.4, so it looks safe — our inference, not a vendor statement
Affected range stops below 2.2.3, so it looks safe — our inference, not a vendor statement
Affected range stops below 2.3.3, so it looks safe — our inference, not a vendor statement
Affected range stops below 2.4.2, so it looks safe — our inference, not a vendor statement

CVSS

Attack Vector
LOCAL
Complexity
LOW
Privileges
LOW
User Interaction
NONE
Scope
UNCHANGED
Confidentiality
HIGH
Integrity
HIGH
Availability
HIGH
Vector?

Quick Info

StatusMODIFIED
CWE
CWE-754

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