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-2022-21727

Tensorflow is an Open Source Machine Learning Framework. The implementation of shape inference for `Dequantize` is vulnerable to an integer overflow weakness. The `axis` argument can be `-1` (the...

CVSS 8.8 tensorflow CWE-190
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HIGH CVE-2022-21726

Tensorflow is an Open Source Machine Learning Framework. The implementation of `Dequantize` does not fully validate the value of `axis` and can result in heap OOB accesses. The `axis` argument can be...

CVSS 8.8 tensorflow CWE-125
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HIGH CVE-2021-4118

pytorch-lightning is vulnerable to Deserialization of Untrusted Data

CVSS 7.8 pytorch_lightning
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HIGH CVE-2021-43831

Gradio is an open source framework for building interactive machine learning models and demos. In versions prior to 2.5.0 there is a vulnerability that affects anyone who creates and publicly shares...

CVSS 7.7 gradio CWE-22
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HIGH CVE-2021-43811

Sockeye is an open-source sequence-to-sequence framework for Neural Machine Translation built on PyTorch. Sockeye uses YAML to store model and data configurations on disk. Versions below 2.3.24 use...

CVSS 7.8
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HIGH CVE-2021-41134

Stored XSS in Jupyter nbdime

CVSS 8.7 EPSS 0.3% CWE-79
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HIGH CVE-2021-41228

TensorFlow is an open source platform for machine learning. In affected versions TensorFlow's `saved_model_cli` tool is vulnerable to a code injection as it calls `eval` on user supplied strings....

CVSS 7.8 tensorflow CWE-94
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HIGH CVE-2021-41225

TensorFlow is an open source platform for machine learning. In affected versions TensorFlow's Grappler optimizer has a use of unitialized variable. If the `train_nodes` vector (obtained from the...

CVSS 7.8 tensorflow
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HIGH CVE-2021-41221

TensorFlow is an open source platform for machine learning. In affected versions the shape inference code for the `Cudnn*` operations in TensorFlow can be tricked into accessing invalid memory, via a...

CVSS 7.8 tensorflow CWE-787
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HIGH CVE-2021-41220

TensorFlow is an open source platform for machine learning. In affected versions the async implementation of `CollectiveReduceV2` suffers from a memory leak and a use after free. This occurs due to...

CVSS 7.8 tensorflow
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HIGH CVE-2021-41216

TensorFlow is an open source platform for machine learning. In affected versions the shape inference function for `Transpose` is vulnerable to a heap buffer overflow. This occurs whenever `perm`...

CVSS 7.8 tensorflow CWE-787
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HIGH CVE-2021-41208

TensorFlow is an open source platform for machine learning. In affected versions the code for boosted trees in TensorFlow is still missing validation. As a result, attackers can trigger denial of...

CVSS 7.8 tensorflow CWE-476
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HIGH CVE-2021-41206

TensorFlow is an open source platform for machine learning. In affected versions several TensorFlow operations are missing validation for the shapes of the tensor arguments involved in the call....

CVSS 7.8 tensorflow
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HIGH CVE-2021-41226

TensorFlow is an open source platform for machine learning. In affected versions the implementation of `SparseBinCount` is vulnerable to a heap OOB access. This is because of missing validation...

CVSS 7.1 tensorflow CWE-125
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HIGH CVE-2021-41224

TensorFlow is an open source platform for machine learning. In affected versions the implementation of `SparseFillEmptyRows` can be made to trigger a heap OOB access. This occurs whenever the size of...

CVSS 7.1 tensorflow CWE-125
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HIGH CVE-2021-41223

TensorFlow is an open source platform for machine learning. In affected versions the implementation of `FusedBatchNorm` kernels is vulnerable to a heap OOB access. The fix will be included in...

CVSS 7.1 tensorflow CWE-125
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HIGH CVE-2021-41219

TensorFlow is an open source platform for machine learning. In affected versions the code for sparse matrix multiplication is vulnerable to undefined behavior via binding a reference to `nullptr`....

CVSS 7.8 tensorflow CWE-125
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HIGH CVE-2021-41214

TensorFlow is an open source platform for machine learning. In affected versions the shape inference code for `tf.ragged.cross` has an undefined behavior due to binding a reference to `nullptr`. The...

CVSS 7.8 tensorflow CWE-824
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HIGH CVE-2021-41212

TensorFlow is an open source platform for machine learning. In affected versions the shape inference code for `tf.ragged.cross` can trigger a read outside of bounds of heap allocated array. The fix...

CVSS 7.1 tensorflow CWE-125
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HIGH CVE-2021-41211

TensorFlow is an open source platform for machine learning. In affected versions the shape inference code for `QuantizeV2` can trigger a read outside of bounds of heap allocated array. This occurs...

CVSS 7.1 tensorflow CWE-125
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HIGH CVE-2021-41205

TensorFlow is an open source platform for machine learning. In affected versions the shape inference functions for the `QuantizeAndDequantizeV*` operations can trigger a read outside of bounds of...

CVSS 7.1 tensorflow CWE-125
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HIGH CVE-2021-41203

TensorFlow is an open source platform for machine learning. In affected versions an attacker can trigger undefined behavior, integer overflows, segfaults and `CHECK`-fail crashes if they can change...

CVSS 7.8 tensorflow CWE-190
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HIGH CVE-2021-41210

TensorFlow is an open source platform for machine learning. In affected versions the shape inference functions for `SparseCountSparseOutput` can trigger a read outside of bounds of heap allocated...

CVSS 7.1 tensorflow CWE-125
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HIGH CVE-2021-41201

TensorFlow is an open source platform for machine learning. In affeced versions during execution, `EinsumHelper::ParseEquation()` is supposed to set the flags in `input_has_ellipsis` vector and...

CVSS 7.8 tensorflow CWE-824
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HIGH CVE-2021-39160

Code injection in nbgitpuller

CVSS 8.8 EPSS 0.8% CWE-78
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HIGH CVE-2021-37682

TensorFlow is an end-to-end open source platform for machine learning. In affected versions all TFLite operations that use quantization can be made to use unitialized values. [For...

CVSS 7.1 tensorflow
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HIGH CVE-2021-37679

TensorFlow is an end-to-end open source platform for machine learning. In affected versions it is possible to nest a `tf.map_fn` within another `tf.map_fn` call. However, if the input tensor is a...

CVSS 7.8 tensorflow CWE-681
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HIGH CVE-2021-37678

TensorFlow is an end-to-end open source platform for machine learning. In affected versions TensorFlow and Keras can be tricked to perform arbitrary code execution when deserializing a Keras model...

CVSS 8.8 EPSS 1.1% tensorflow CWE-502
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HIGH CVE-2021-37665

TensorFlow is an end-to-end open source platform for machine learning. In affected versions due to incomplete validation in MKL implementation of requantization, an attacker can trigger undefined...

CVSS 7.8 tensorflow
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HIGH CVE-2021-37663

TensorFlow is an end-to-end open source platform for machine learning. In affected versions due to incomplete validation in `tf.raw_ops.QuantizeV2`, an attacker can trigger undefined behavior via...

CVSS 7.8 tensorflow
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HIGH CVE-2021-37681

TensorFlow is an end-to-end open source platform for machine learning. In affected versions the implementation of SVDF in TFLite is [vulnerable to a null pointer...

CVSS 7.8 tensorflow
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HIGH CVE-2021-37676

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...

CVSS 7.8 tensorflow
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HIGH CVE-2021-37671

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 `tf.raw_ops.Map*` and...

CVSS 7.8 tensorflow
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HIGH CVE-2021-37667

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...

CVSS 7.8 tensorflow
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HIGH CVE-2021-37666

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...

CVSS 7.8 tensorflow
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HIGH CVE-2021-37652

TensorFlow is an end-to-end open source platform for machine learning. In affected versions the implementation for `tf.raw_ops.BoostedTreesCreateEnsemble` can result in a use after free error if an...

CVSS 7.8 tensorflow CWE-415
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HIGH CVE-2021-37648

TensorFlow is an end-to-end open source platform for machine learning. In affected versions the code for `tf.raw_ops.SaveV2` does not properly validate the inputs and an attacker can trigger a null...

CVSS 7.8 tensorflow
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HIGH CVE-2021-37664

TensorFlow is an end-to-end open source platform for machine learning. In affected versions an attacker can read from outside of bounds of heap allocated data by sending specially crafted illegal...

CVSS 7.1 tensorflow
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HIGH CVE-2021-37662

TensorFlow is an end-to-end open source platform for machine learning. In affected versions an attacker can generate undefined behavior via a reference binding to nullptr in...

CVSS 7.8 tensorflow
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HIGH CVE-2021-37659

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 binary cwise...

CVSS 7.8 tensorflow
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HIGH CVE-2021-37658

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...

CVSS 7.8 tensorflow
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HIGH 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...

CVSS 7.8 tensorflow
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HIGH CVE-2021-37656

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...

CVSS 7.8 tensorflow
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HIGH CVE-2021-37655

TensorFlow is an end-to-end open source platform for machine learning. In affected versions an attacker can trigger a read from outside of bounds of heap allocated data by sending invalid arguments...

CVSS 7.3 tensorflow
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HIGH CVE-2021-37654

TensorFlow is an end-to-end open source platform for machine learning. In affected versions an attacker can trigger a crash via a `CHECK`-fail in debug builds of TensorFlow using...

CVSS 7.1 tensorflow
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HIGH CVE-2021-37651

TensorFlow is an end-to-end open source platform for machine learning. In affected versions the implementation for `tf.raw_ops.FractionalAvgPoolGrad` can be tricked into accessing data outside of...

CVSS 7.8 tensorflow CWE-787
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HIGH CVE-2021-37650

TensorFlow is an end-to-end open source platform for machine learning. In affected versions the implementation for `tf.raw_ops.ExperimentalDatasetToTFRecord` and `tf.raw_ops.DatasetToTFRecord` can...

CVSS 7.8 tensorflow CWE-787
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HIGH CVE-2021-37641

TensorFlow is an end-to-end open source platform for machine learning. In affected versions if the arguments to `tf.raw_ops.RaggedGather` don't determine a valid ragged tensor code can trigger a read...

CVSS 7.1 tensorflow
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HIGH CVE-2021-37635

TensorFlow is an end-to-end open source platform for machine learning. In affected versions the implementation of sparse reduction operations in TensorFlow can trigger accesses outside of bounds of...

CVSS 7.1 tensorflow CWE-125
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HIGH CVE-2021-37643

TensorFlow is an end-to-end open source platform for machine learning. If a user does not provide a valid padding value to `tf.raw_ops.MatrixDiagPartOp`, then the code triggers a null pointer...

CVSS 7.1 tensorflow
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