diff --git a/pkgs/development/python-modules/tensorflow-datasets/corruptions.patch b/pkgs/development/python-modules/tensorflow-datasets/corruptions.patch
deleted file mode 100644
index 71e5da5e11bb..000000000000
--- a/pkgs/development/python-modules/tensorflow-datasets/corruptions.patch
+++ /dev/null
@@ -1,22 +0,0 @@
-diff --git a/tensorflow_datasets/image_classification/corruptions.py b/tensorflow_datasets/image_classification/corruptions.py
-index 066c4460..cb9a6667 100644
---- a/tensorflow_datasets/image_classification/corruptions.py
-+++ b/tensorflow_datasets/image_classification/corruptions.py
-@@ -35,7 +35,7 @@ FROST_FILENAMES = []
- 
- 
- def _imagemagick_bin():
--  return 'imagemagick'  # pylint: disable=unreachable
-+  return 'convert'  # pylint: disable=unreachable
- 
- 
- # /////////////// Corruption Helpers ///////////////
-@@ -675,7 +675,7 @@ def spatter(x, severity=1):
-     #     ker = np.array([[-1,-2,-3],[-2,0,0],[-3,0,1]], dtype=np.float32)
-     #     ker -= np.mean(ker)
-     ker = np.array([[-2, -1, 0], [-1, 1, 1], [0, 1, 2]])
--    dist = cv2.filter2D(dist, cv2.CVX_8U, ker)
-+    dist = cv2.filter2D(dist, cv2.CV_8U, ker)
-     dist = cv2.blur(dist, (3, 3)).astype(np.float32)
- 
-     m = cv2.cvtColor(liquid_layer * dist, cv2.COLOR_GRAY2BGRA)
diff --git a/pkgs/development/python-modules/tensorflow-datasets/default.nix b/pkgs/development/python-modules/tensorflow-datasets/default.nix
index efe19803d25a..625619e9bd0a 100644
--- a/pkgs/development/python-modules/tensorflow-datasets/default.nix
+++ b/pkgs/development/python-modules/tensorflow-datasets/default.nix
@@ -1,81 +1,94 @@
 {
-  apache-beam,
-  array-record,
-  attrs,
-  beautifulsoup4,
+  lib,
   buildPythonPackage,
-  click,
-  datasets,
+  fetchFromGitHub,
+  fetchpatch,
+
+  # dependencies
+  array-record,
   dill,
   dm-tree,
-  fetchFromGitHub,
-  ffmpeg,
   future,
-  imagemagick,
+  immutabledict,
   importlib-resources,
+  numpy,
+  promise,
+  protobuf,
+  psutil,
+  requests,
+  simple-parsing,
+  six,
+  tensorflow-metadata,
+  termcolor,
+  tqdm,
+
+  # tests
+  apache-beam,
+  beautifulsoup4,
+  click,
+  datasets,
+  ffmpeg,
+  imagemagick,
   jax,
   jaxlib,
   jinja2,
   langdetect,
-  lib,
   lxml,
   matplotlib,
+  mlcroissant,
   mwparserfromhell,
   mwxml,
   networkx,
   nltk,
-  numpy,
   opencv4,
   pandas,
   pillow,
-  promise,
-  protobuf,
-  psutil,
   pycocotools,
   pydub,
   pytest-xdist,
   pytestCheckHook,
-  requests,
   scikit-image,
   scipy,
-  six,
+  sortedcontainers,
   tensorflow,
-  tensorflow-metadata,
-  termcolor,
   tifffile,
-  tqdm,
   zarr,
 }:
 
 buildPythonPackage rec {
   pname = "tensorflow-datasets";
-  version = "4.9.7";
-  format = "setuptools";
+  version = "4.9.8";
+  pyproject = true;
 
   src = fetchFromGitHub {
     owner = "tensorflow";
     repo = "datasets";
     tag = "v${version}";
-    hash = "sha256-pnut5z3rEYIOOhsQT6uVjPdy+SqftKptSQMwxbMXoKA=";
+    hash = "sha256-nqveZ+8b0f5sGIn6WufKeA37yEsZjzhCIbCfwMZ9JOM=";
   };
 
   patches = [
-    # addresses https://github.com/tensorflow/datasets/issues/3673
-    ./corruptions.patch
+    # mlmlcroissant uses encoding_formats, not encoding_formats.
+    # Backport https://github.com/tensorflow/datasets/pull/11037 until released.
+    (fetchpatch {
+      url = "https://github.com/tensorflow/datasets/commit/92cbcff725a1036569a515cc3356aa8480740451.patch";
+      hash = "sha256-2hnMvQP83+eAJllce19aHujcoWQzUz3+LsasWCo4BtM=";
+    })
   ];
 
-  propagatedBuildInputs = [
+  dependencies = [
     array-record
-    attrs
     dill
     dm-tree
     future
+    immutabledict
     importlib-resources
     numpy
     promise
     protobuf
     psutil
     requests
+    simple-parsing
     six
     tensorflow-metadata
     termcolor
@@ -97,6 +110,7 @@ buildPythonPackage rec {
     langdetect
     lxml
     matplotlib
+    mlcroissant
     mwparserfromhell
     mwxml
     networkx
@@ -110,11 +124,18 @@ buildPythonPackage rec {
     pytestCheckHook
     scikit-image
     scipy
+    sortedcontainers
     tensorflow
     tifffile
     zarr
   ];
 
+  pytestFlagsArray = [
+    # AttributeError: 'NoneType' object has no attribute 'Table'
+    "--deselect=tensorflow_datasets/core/file_adapters_test.py::test_read_write"
+    "--deselect=tensorflow_datasets/text/c4_wsrs/c4_wsrs_test.py::C4WSRSTest"
+  ];
+
   disabledTestPaths = [
     # Sandbox violations: network access, filesystem write attempts outside of build dir, ...
     "tensorflow_datasets/core/dataset_builder_test.py"
@@ -126,6 +147,7 @@ buildPythonPackage rec {
     "tensorflow_datasets/import_without_tf_test.py"
     "tensorflow_datasets/proto/build_tf_proto_test.py"
     "tensorflow_datasets/scripts/cli/build_test.py"
+    "tensorflow_datasets/datasets/imagenet2012_corrupted/imagenet2012_corrupted_dataset_builder_test.py"
 
     # Requires `pretty_midi` which is not packaged in `nixpkgs`.
     "tensorflow_datasets/audio/groove.py"
@@ -143,14 +165,16 @@ buildPythonPackage rec {
     # Requires `gcld3` and `pretty_midi` which are not packaged in `nixpkgs`.
     "tensorflow_datasets/core/lazy_imports_lib_test.py"
 
+    # AttributeError: 'NoneType' object has no attribute 'Table'
+    "tensorflow_datasets/core/dataset_builder_beam_test.py"
+    "tensorflow_datasets/core/dataset_builders/adhoc_builder_test.py"
+    "tensorflow_datasets/core/split_builder_test.py"
+    "tensorflow_datasets/core/writer_test.py"
+
     # Requires `tensorflow_io` which is not packaged in `nixpkgs`.
     "tensorflow_datasets/core/features/audio_feature_test.py"
     "tensorflow_datasets/image/lsun_test.py"
 
-    # Requires `envlogger` which is not packaged in `nixpkgs`.
-    "tensorflow_datasets/rlds/locomotion/locomotion_test.py"
-    "tensorflow_datasets/rlds/robosuite_panda_pick_place_can/robosuite_panda_pick_place_can_test.py"
-
     # Fails with `TypeError: Constant constructor takes either 0 or 2 positional arguments`
     # deep in TF AutoGraph. Doesn't reproduce in Docker with Ubuntu 22.04 => might be related
     # to the differences in some of the dependencies?
@@ -171,10 +195,11 @@ buildPythonPackage rec {
     "tensorflow_datasets/text/c4_utils_test.py"
   ];
 
-  meta = with lib; {
+  meta = {
     description = "Library of datasets ready to use with TensorFlow";
     homepage = "https://www.tensorflow.org/datasets/overview";
-    license = licenses.asl20;
-    maintainers = with maintainers; [ ndl ];
+    changelog = "https://github.com/tensorflow/datasets/releases/tag/v${version}";
+    license = lib.licenses.asl20;
+    maintainers = with lib.maintainers; [ ndl ];
   };
 }