AI Security Threat Feed

Latest CVEs affecting AI/ML systems, updated continuously. Tracked from NVD, GitHub Advisory, and CISA KEV.

1,140

AI/ML CVEs Tracked

171

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228

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Latest AI Security Threats

Showing 50 of 524 results — High severity
HIGH CVE-2021-37639

TensorFlow is an end-to-end open source platform for machine learning. When restoring tensors via raw APIs, if the tensor name is not provided, TensorFlow can be tricked into dereferencing a null...

CVSS 7.8 tensorflow CWE-125
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HIGH CVE-2021-37638

TensorFlow is an end-to-end open source platform for machine learning. Sending invalid argument for `row_partition_types` of `tf.raw_ops.RaggedTensorToTensor` API results in a null pointer...

CVSS 7.8 tensorflow
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HIGH CVE-2021-29616

TensorFlow is an end-to-end open source platform for machine learning. The implementation of...

CVSS 7.8 tensorflow CWE-476
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HIGH CVE-2021-29614

TensorFlow is an end-to-end open source platform for machine learning. The implementation of `tf.io.decode_raw` produces incorrect results and crashes the Python interpreter when combining...

CVSS 7.8 tensorflow CWE-787
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HIGH CVE-2021-29613

TensorFlow is an end-to-end open source platform for machine learning. Incomplete validation in `tf.raw_ops.CTCLoss` allows an attacker to trigger an OOB read from heap. The fix will be included in...

CVSS 7.1 tensorflow CWE-125
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HIGH CVE-2021-29612

TensorFlow is an end-to-end open source platform for machine learning. An attacker can trigger a heap buffer overflow in Eigen implementation of `tf.raw_ops.BandedTriangularSolve`. The...

CVSS 7.8 tensorflow CWE-787
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HIGH CVE-2021-29610

TensorFlow is an end-to-end open source platform for machine learning. The validation in `tf.raw_ops.QuantizeAndDequantizeV2` allows invalid values for `axis` argument:. The...

CVSS 7.8 tensorflow CWE-787
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HIGH CVE-2021-29609

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)...

CVSS 7.8 tensorflow CWE-476
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HIGH CVE-2021-29608

TensorFlow is an end-to-end open source platform for machine learning. Due to lack of validation in `tf.raw_ops.RaggedTensorToTensor`, an attacker can exploit an undefined behavior if input arguments...

CVSS 7.8 tensorflow
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HIGH CVE-2021-29607

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)...

CVSS 7.8 tensorflow
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HIGH CVE-2021-29606

TensorFlow is an end-to-end open source platform for machine learning. A specially crafted TFLite model could trigger an OOB read on heap in the TFLite implementation of...

CVSS 7.8 tensorflow
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HIGH CVE-2021-29603

TensorFlow is an end-to-end open source platform for machine learning. A specially crafted TFLite model could trigger an OOB write on heap in the TFLite implementation of...

CVSS 7.8 tensorflow
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HIGH CVE-2021-29601

TensorFlow is an end-to-end open source platform for machine learning. The TFLite implementation of concatenation is vulnerable to an integer overflow...

CVSS 7.1 tensorflow
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HIGH CVE-2021-29600

TensorFlow is an end-to-end open source platform for machine learning. The implementation of the `OneHot` TFLite operator is vulnerable to a division by zero...

CVSS 7.8 tensorflow CWE-369
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HIGH CVE-2021-29599

TensorFlow is an end-to-end open source platform for machine learning. The implementation of the `Split` TFLite operator is vulnerable to a division by zero...

CVSS 7.8 tensorflow
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HIGH CVE-2021-29598

TensorFlow is an end-to-end open source platform for machine learning. The implementation of the `SVDF` TFLite operator is vulnerable to a division by zero...

CVSS 7.8 tensorflow
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HIGH CVE-2021-29597

TensorFlow is an end-to-end open source platform for machine learning. The implementation of the `SpaceToBatchNd` TFLite operator is [vulnerable to a division by zero...

CVSS 7.8 tensorflow
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HIGH CVE-2021-29596

TensorFlow is an end-to-end open source platform for machine learning. The implementation of the `EmbeddingLookup` TFLite operator is vulnerable to a division by zero...

CVSS 7.8 tensorflow
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HIGH CVE-2021-29595

TensorFlow is an end-to-end open source platform for machine learning. The implementation of the `DepthToSpace` TFLite operator is vulnerable to a division by zero...

CVSS 7.8 tensorflow
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HIGH CVE-2021-29594

TensorFlow is an end-to-end open source platform for machine learning. TFLite's convolution...

CVSS 7.8 tensorflow
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HIGH CVE-2021-29593

TensorFlow is an end-to-end open source platform for machine learning. The implementation of the `BatchToSpaceNd` TFLite operator is vulnerable to a division by zero...

CVSS 7.8 tensorflow
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HIGH CVE-2021-29592

TensorFlow is an end-to-end open source platform for machine learning. The fix for CVE-2020-15209(https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15209) missed the case when the target shape...

CVSS 7.8 tensorflow CWE-476
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HIGH CVE-2021-29591

TensorFlow is an end-to-end open source platform for machine learning. TFlite graphs must not have loops between nodes. However, this condition was not checked and an attacker could craft models that...

CVSS 7.8 tensorflow CWE-674
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HIGH CVE-2021-29590

TensorFlow is an end-to-end open source platform for machine learning. The implementations of the `Minimum` and `Maximum` TFLite operators can be used to read data outside of bounds of heap allocated...

CVSS 7.1 tensorflow
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HIGH CVE-2021-29589

TensorFlow is an end-to-end open source platform for machine learning. The reference implementation of the `GatherNd` TFLite operator is vulnerable to a division by zero...

CVSS 7.8 tensorflow
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HIGH CVE-2021-29588

TensorFlow is an end-to-end open source platform for machine learning. The optimized implementation of the `TransposeConv` TFLite operator is [vulnerable to a division by zero...

CVSS 7.8 tensorflow CWE-369
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HIGH CVE-2021-29587

TensorFlow is an end-to-end open source platform for machine learning. The `Prepare` step of the `SpaceToDepth` TFLite operator does not check for 0 before...

CVSS 7.8 tensorflow
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HIGH CVE-2021-29586

TensorFlow is an end-to-end open source platform for machine learning. Optimized pooling implementations in TFLite fail to check that the stride arguments are not 0 before calling...

CVSS 7.8 tensorflow
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HIGH CVE-2021-29585

TensorFlow is an end-to-end open source platform for machine learning. The TFLite computation for size of output after padding,...

CVSS 7.8 tensorflow
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HIGH CVE-2021-29583

TensorFlow is an end-to-end open source platform for machine learning. The implementation of `tf.raw_ops.FusedBatchNorm` is vulnerable to a heap buffer overflow. If the tensors are empty, the same...

CVSS 7.8 tensorflow CWE-125
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HIGH CVE-2021-29582

TensorFlow is an end-to-end open source platform for machine learning. Due to lack of validation in `tf.raw_ops.Dequantize`, an attacker can trigger a read from outside of bounds of heap allocated...

CVSS 7.1 tensorflow
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HIGH CVE-2021-29579

TensorFlow is an end-to-end open source platform for machine learning. The implementation of `tf.raw_ops.MaxPoolGrad` is vulnerable to a heap buffer overflow. The...

CVSS 7.8 tensorflow CWE-787
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HIGH CVE-2021-29578

TensorFlow is an end-to-end open source platform for machine learning. The implementation of `tf.raw_ops.FractionalAvgPoolGrad` is vulnerable to a heap buffer overflow. The...

CVSS 7.8 tensorflow CWE-787
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HIGH CVE-2021-29577

TensorFlow is an end-to-end open source platform for machine learning. The implementation of `tf.raw_ops.AvgPool3DGrad` is vulnerable to a heap buffer overflow. The...

CVSS 7.8 tensorflow CWE-787
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HIGH CVE-2021-29576

TensorFlow is an end-to-end open source platform for machine learning. The implementation of `tf.raw_ops.MaxPool3DGradGrad` is vulnerable to a heap buffer overflow. The...

CVSS 7.8 tensorflow CWE-787
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HIGH CVE-2021-29574

TensorFlow is an end-to-end open source platform for machine learning. The implementation of `tf.raw_ops.MaxPool3DGradGrad` exhibits undefined behavior by dereferencing null pointers backing...

CVSS 7.8 tensorflow
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HIGH CVE-2021-29571

TensorFlow is an end-to-end open source platform for machine learning. The implementation of `tf.raw_ops.MaxPoolGradWithArgmax` can cause reads outside of bounds of heap allocated data if attacker...

CVSS 7.8 tensorflow
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HIGH CVE-2021-29570

TensorFlow is an end-to-end open source platform for machine learning. The implementation of `tf.raw_ops.MaxPoolGradWithArgmax` can cause reads outside of bounds of heap allocated data if attacker...

CVSS 7.1 tensorflow
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HIGH CVE-2021-29569

TensorFlow is an end-to-end open source platform for machine learning. The implementation of `tf.raw_ops.MaxPoolGradWithArgmax` can cause reads outside of bounds of heap allocated data if attacker...

CVSS 7.1 tensorflow
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HIGH CVE-2021-29568

TensorFlow is an end-to-end open source platform for machine learning. An attacker can trigger undefined behavior by binding to null pointer in `tf.raw_ops.ParameterizedTruncatedNormal`. This is...

CVSS 7.8 tensorflow CWE-476
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HIGH CVE-2021-29566

TensorFlow is an end-to-end open source platform for machine learning. An attacker can write outside the bounds of heap allocated arrays by passing invalid arguments to...

CVSS 7.8 tensorflow
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HIGH CVE-2021-29560

TensorFlow is an end-to-end open source platform for machine learning. An attacker can cause a heap buffer overflow in `tf.raw_ops.RaggedTensorToTensor`. This is because the...

CVSS 7.1 tensorflow CWE-787
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HIGH CVE-2021-29559

TensorFlow is an end-to-end open source platform for machine learning. An attacker can access data outside of bounds of heap allocated array in `tf.raw_ops.UnicodeEncode`. This is because the...

CVSS 7.1 tensorflow
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HIGH CVE-2021-29558

TensorFlow is an end-to-end open source platform for machine learning. An attacker can cause a heap buffer overflow in `tf.raw_ops.SparseSplit`. This is because the...

CVSS 7.8 tensorflow
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HIGH CVE-2021-29553

TensorFlow is an end-to-end open source platform for machine learning. An attacker can read data outside of bounds of heap allocated buffer in `tf.raw_ops.QuantizeAndDequantizeV3`. This is because...

CVSS 7.1 tensorflow
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HIGH CVE-2021-29546

TensorFlow is an end-to-end open source platform for machine learning. An attacker can trigger an integer division by zero undefined behavior in `tf.raw_ops.QuantizedBiasAdd`. This is because the...

CVSS 7.8 tensorflow
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HIGH 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...

CVSS 7.8 tensorflow CWE-787
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HIGH CVE-2021-29537

TensorFlow is an end-to-end open source platform for machine learning. An attacker can cause a heap buffer overflow in `QuantizedResizeBilinear` by passing in invalid thresholds for the quantization....

CVSS 7.8 tensorflow CWE-787
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HIGH CVE-2021-29536

TensorFlow is an end-to-end open source platform for machine learning. An attacker can cause a heap buffer overflow in `QuantizedReshape` by passing in invalid thresholds for the quantization. This...

CVSS 7.8 tensorflow CWE-787
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HIGH CVE-2021-29535

TensorFlow is an end-to-end open source platform for machine learning. An attacker can cause a heap buffer overflow in `QuantizedMul` by passing in invalid thresholds for the quantization. This is...

CVSS 7.8 tensorflow CWE-787
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