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TensorFlow

403 known vulnerabilities.

TensorFlow at a glance

Last 12 months
1
Critical · all time
7
Exploited · all time
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2
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403 results · Feed

  • High 7.0

    TensorFlow HDF5 Library Uncontrolled Search Path Element Local Privilege Escalation Vulnerability

    TensorFlow HDF5 Library Uncontrolled Search Path Element Local Privilege Escalation Vulnerability. This vulnerability allows local attackers to escalate privileges on affected installations of TensorFlow. An attacker must first obtain the ability to execute l…

  • High 7.5

    TensorFlow segfault in array_ops.upper_bound

    TensorFlow is an end-to-end open source platform for machine learning. `array_ops.upper_bound` causes a segfault when not given a rank 2 tensor. The fix will be included in TensorFlow 2.13 and will also cherrypick this commit on TensorFlow 2.12.

  • Critical 9.8
    CVE-2024-3660 Public exploit

    Arbitrary code injection vulnerability in Keras framework < 2.13

    A arbitrary code injection vulnerability in TensorFlow's Keras framework (<2.13) allows attackers to execute arbitrary code with the same permissions as the application using a model that allow arbitrary code irrespective of the application.

  • Medium 6.5

    Denial of Service in TensorFlow

    TensorFlow is an Open Source Machine Learning Framework. In versions prior to 2.11.1 a malicious invalid input crashes a tensorflow model (Check Failed) and can be used to trigger a denial of service attack. A proof of concept can be constructed with the `Con…

  • High 7.5

    TensorFlow vulnerable to seg fault in `tf.raw_ops.Print`

    TensorFlow is an open source platform for machine learning. Prior to versions 2.12.0 and 2.11.1, when the parameter `summarize` of `tf.raw_ops.Print` is zero, the new method `SummarizeArray<bool>` will reference to a nullptr, leading to a seg fault. A fix is …

  • High 7.5

    TensorFlow vulnerable to Out-of-Bounds Read in DynamicStitch

    TensorFlow is an open source platform for machine learning. Prior to versions 2.12.0 and 2.11.1, if the parameter `indices` for `DynamicStitch` does not match the shape of the parameter `data`, it can trigger an stack OOB read. A fix is included in TensorFlow…

  • High 7.5

    TensorFlow vulnerable to Out-of-Bounds Read in GRUBlockCellGrad

    TensorFlow is an open source platform for machine learning. Prior to versions 2.12.0 and 2.11.1, an out of bounds read is in GRUBlockCellGrad. A fix is included in TensorFlow 2.12.0 and 2.11.1.

  • High 7.5

    TensorFlow vulnerable to integer overflow in EditDistance

    TensorFlow is an open source platform for machine learning. Versions prior to 2.12.0 and 2.11.1 are vulnerable to integer overflow in EditDistance. A fix is included in TensorFlow version 2.12.0 and version 2.11.1.

  • High 7.5

    TensorFlow has Null Pointer Error in TensorArrayConcatV2

    TensorFlow is an open source platform for machine learning. Prior to versions 2.12.0 and 2.11.1, when `ctx->step_containter()` is a null ptr, the Lookup function will be executed with a null pointer. A fix is included in TensorFlow 2.12.0 and 2.11.1.

  • High 7.5

    TensorFlow vulnerable to Heap Buffer Overflow in AvgPoolGrad

    TensorFlow is an open source platform for machine learning. Prior to versions 2.12.0 and 2.11.1, there is a heap buffer overflow in TAvgPoolGrad. A fix is included in TensorFlow 2.12.0 and 2.11.1.

  • Medium 6.5

    TensorFlow vulnerable to segfault when opening multiframe gif

    TensorFlow is an open source platform for machine learning. Prior to versions 2.12.0 and 2.11.1, integer overflow occurs when `2^31 <= num_frames * height * width * channels < 2^32`, for example Full HD screencast of at least 346 frames. A fix is included in …

  • High 7.5

    TensorFlow has Floating Point Exception in AudioSpectrogram

    TensorFlow is an open source platform for machine learning. Prior to versions 2.12.0 and 2.11.1, there is a floating point exception in AudioSpectrogram. A fix is included in TensorFlow version 2.12.0 and version 2.11.1.

  • High 7.5

    TensorFlow has Null Pointer Error in SparseSparseMaximum

    TensorFlow is an open source platform for machine learning. Prior to versions 2.12.0 and 2.11.1, when `SparseSparseMaximum` is given invalid sparse tensors as inputs, it can give a null pointer error. A fix is included in TensorFlow version 2.12 and version 2…

  • Critical 9.8

    TensorFlow vulnerable to heap out-of-buffer read in the QuantizeAndDequantize operation

    TensorFlow is an open source platform for machine learning. Attackers using Tensorflow prior to 2.12.0 or 2.11.1 can access heap memory which is not in the control of user, leading to a crash or remote code execution. The fix will be included in TensorFlow ve…

  • High 7.5

    TensorFlow has Floating Point Exception in AvgPoolGrad with XLA

    TensorFlow is an open source platform for machine learning. Prior to versions 2.12.0 and 2.11.1, if the stride and window size are not positive for `tf.raw_ops.AvgPoolGrad`, it can give a floating point exception. A fix is included in TensorFlow version 2.12.…

  • High 7.5

    TensorFlow has Null Pointer Error in QuantizedMatMulWithBiasAndDequantize

    TensorFlow is an open source platform for machine learning. Versions prior to 2.12.0 and 2.11.1 have a null point error in QuantizedMatMulWithBiasAndDequantize with MKL enabled. A fix is included in TensorFlow version 2.12.0 and version 2.11.1.

  • High 7.5

    TensorFlow has segmentation fault in tfg-translate

    TensorFlow is an open source platform for machine learning. There is out-of-bounds access due to mismatched integer type sizes. A fix is included in TensorFlow version 2.12.0 and version 2.11.1.

  • High 7.5

    TensorFlow has Null Pointer Error in LookupTableImportV2

    TensorFlow is an open source platform for machine learning. The function `tf.raw_ops.LookupTableImportV2` cannot handle scalars in the `values` parameter and gives an NPE. A fix is included in TensorFlow version 2.12.0 and version 2.11.1.

  • High 7.5

    TensorFlow has Floating Point Exception in TensorListSplit with XLA

    TensorFlow is an open source platform for machine learning. Versions prior to 2.12.0 and 2.11.1 have a Floating Point Exception in TensorListSplit with XLA. A fix is included in TensorFlow version 2.12.0 and version 2.11.1.

  • High 7.5

    TensorFlow has Null Pointer Error in RandomShuffle with XLA enable

    TensorFlow is an open source machine learning platform. Versions prior to 2.12.0 and 2.11.1 have a null pointer error in RandomShuffle with XLA enabled. A fix is included in TensorFlow 2.12.0 and 2.11.1.

  • High 7.5

    TensorFlow has Segfault in Bincount with XLA

    TensorFlow is an open source machine learning platform. When running versions prior to 2.12.0 and 2.11.1 with XLA, `tf.raw_ops.Bincount` segfaults when given a parameter `weights` that is neither the same shape as parameter `arr` nor a length-0 tensor. A fix …

  • High 7.5

    TensorFlow has null dereference on ParallelConcat with XLA

    TensorFlow is an open source machine learning platform. When running versions prior to 2.12.0 and 2.11.1 with XLA, `tf.raw_ops.ParallelConcat` segfaults with a nullptr dereference when given a parameter `shape` with rank that is not greater than zero. A fix i…

  • High 8.0

    TensorFlow has double free in Fractional(Max/Avg)Pool

    TensorFlow is an open source machine learning platform. Prior to versions 2.12.0 and 2.11.1, `nn_ops.fractional_avg_pool_v2` and `nn_ops.fractional_max_pool_v2` require the first and fourth elements of their parameter `pooling_ratio` to be equal to 1.0, as po…

  • High 7.5

    TensorFlow has Floating Point Exception in TFLite in conv kernel

    TensorFlow is an end-to-end open source platform for machine learning. Constructing a tflite model with a paramater `filter_input_channel` of less than 1 gives a FPE. This issue has been patched in version 2.12. TensorFlow will also cherrypick the fix commit …

  • Medium 4.8

    Heap out of bounds read in `QuantizeAndDequantizeV2` in Tensorflow

    TensorFlow is an open source platform for machine learning. The function MakeGrapplerFunctionItem takes arguments that determine the sizes of inputs and outputs. If the inputs given are greater than or equal to the sizes of the outputs, an out-of-bounds memor…

  • High 7.1

    Out of bounds write in grappler in Tensorflow

    TensorFlow is an open source platform for machine learning. The function MakeGrapplerFunctionItem takes arguments that determine the sizes of inputs and outputs. If the inputs given are greater than or equal to the sizes of the outputs, an out-of-bounds memor…

  • Medium 4.8

    Unckecked rank size in `tf.image.generate_bounding_box_proposals` in Tensorflow

    TensorFlow is an open source platform for machine learning. When running on GPU, `tf.image.generate_bounding_box_proposals` receives a `scores` input that must be of rank 4 but is not checked. We have patched the issue in GitHub commit cf35502463a88ca7185a99d…

  • Medium 4.8

    `tf.raw_ops.Mfcc` crashes in Tensorflow

    TensorFlow is an open source platform for machine learning. If `ThreadUnsafeUnigramCandidateSampler` is given input `filterbank_channel_count` greater than the allowed max size, TensorFlow will crash. We have patched the issue in GitHub commit 39ec7eaf1428e90…

  • Medium 4.8

    `MirrorPadGrad` heap out of bounds read in Tensorflow

    TensorFlow is an open source platform for machine learning. If `MirrorPadGrad` is given outsize input `paddings`, TensorFlow will give a heap OOB error. We have patched the issue in GitHub commit 717ca98d8c3bba348ff62281fdf38dcb5ea1ec92. The fix will be inclu…

  • Medium 4.8

    `CHECK` fail via inputs in `PyFunc` in Tensorflow

    TensorFlow is an open source platform for machine learning. An input `token` that is not a UTF-8 bytestring will trigger a `CHECK` fail in `tf.raw_ops.PyFunc`. We have patched the issue in GitHub commit 9f03a9d3bafe902c1e6beb105b2f24172f238645. The fix will b…

  • Medium 6.8

    Out of bounds segmentation fault due to unequal op inputs in Tensorflow

    TensorFlow is an open source platform for machine learning. When ops that have specified input sizes receive a differing number of inputs, the executor will crash. We have patched the issue in GitHub commit f5381e0e10b5a61344109c1b7c174c68110f7629. The fix wi…

  • Medium 4.8

    Overflow in `tf.keras.losses.poisson` in Tensorflow

    TensorFlow is an open source platform for machine learning. `tf.keras.losses.poisson` receives a `y_pred` and `y_true` that are passed through `functor::mul` in `BinaryOp`. If the resulting dimensions overflow an `int32`, TensorFlow will crash due to a size m…

  • Medium 4.8

    Segfault in `CompositeTensorVariantToComponents` in Tensorflow

    TensorFlow is an open source platform for machine learning. An input `encoded` that is not a valid `CompositeTensorVariant` tensor will trigger a segfault in `tf.raw_ops.CompositeTensorVariantToComponents`. We have patched the issue in GitHub commits bf594d08…

  • Medium 4.8

    `CHECK_EQ` fail in `tf.raw_ops.TensorListResize` in Tensorflow

    TensorFlow is an open source platform for machine learning. If `tf.raw_ops.TensorListResize` is given a nonscalar value for input `size`, it results `CHECK` fail which can be used to trigger a denial of service attack. We have patched the issue in GitHub comm…

  • Medium 4.8

    Overflow in `FusedResizeAndPadConv2D` in Tensorflow

    TensorFlow is an open source platform for machine learning. When `tf.raw_ops.FusedResizeAndPadConv2D` is given a large tensor shape, it overflows. We have patched the issue in GitHub commit d66e1d568275e6a2947de97dca7a102a211e01ce. The fix will be included in…

  • High 7.1

    Buffer overflow in `CONV_3D_TRANSPOSE` on TFLite

    TensorFlow is an open source platform for machine learning. The reference kernel of the `CONV_3D_TRANSPOSE` TensorFlow Lite operator wrongly increments the data_ptr when adding the bias to the result. Instead of `data_ptr += num_channels;` it should be `data_…

  • Medium 4.8

    `FractionalMaxPoolGrad` Heap out of bounds read in Tensorflow

    TensorFlow is an open source platform for machine learning. If `FractionMaxPoolGrad` is given outsize inputs `row_pooling_sequence` and `col_pooling_sequence`, TensorFlow will crash. We have patched the issue in GitHub commit d71090c3e5ca325bdf4b02eb236cfb3ee…

  • Medium 4.8

    Overflow in `ImageProjectiveTransformV2` in Tensorflow

    TensorFlow is an open source platform for machine learning. When `tf.raw_ops.ImageProjectiveTransformV2` is given a large output shape, it overflows. We have patched the issue in GitHub commit 8faa6ea692985dbe6ce10e1a3168e0bd60a723ba. The fix will be included…

  • Medium 4.8

    Overflow in `ResizeNearestNeighborGrad` in Tensorflow

    TensorFlow is an open source platform for machine learning. When `tf.raw_ops.ResizeNearestNeighborGrad` is given a large `size` input, it overflows. We have patched the issue in GitHub commit 00c821af032ba9e5f5fa3fe14690c8d28a657624. The fix will be included …

  • High 7.1

    FractionalMaxPool and FractionalAVGPool heap out-of-bounds acess in Tensorflow

    TensorFlow is an open source platform for machine learning. The security vulnerability results in FractionalMax(AVG)Pool with illegal pooling_ratio. Attackers using Tensorflow can exploit the vulnerability. They can access heap memory which is not in the cont…