diff --git a/pkgs/development/python-modules/pytorch-tabnet/default.nix b/pkgs/development/python-modules/pytorch-tabnet/default.nix
new file mode 100644
index 000000000000..90b61e4aa897
--- /dev/null
+++ b/pkgs/development/python-modules/pytorch-tabnet/default.nix
@@ -0,0 +1,60 @@
+{
+  lib,
+  buildPythonPackage,
+  fetchFromGitHub,
+  fsspec,
+  numpy,
+  poetry-core,
+  pytestCheckHook,
+  scikit-learn,
+  scipy,
+  torch,
+  tqdm,
+  typing-extensions,
+}:
+
+buildPythonPackage rec {
+  pname = "pytorch-tabnet";
+  version = "4.1.0";
+  pyproject = true;
+
+  src = fetchFromGitHub {
+    owner = "dreamquark-ai";
+    repo = "tabnet";
+    tag = "v${version}";
+    hash = "sha256-WyNGgAkNn5CaEuHWQ6Fjnvnrp+KONnxUQudd5ckvcsM=";
+  };
+
+  # Modernize poetry build setup
+  postPatch = ''
+    substituteInPlace pyproject.toml \
+      --replace-fail 'requires = ["poetry>=0.12"]' 'requires = ["poetry-core"]' \
+      --replace-fail 'build-backend = "poetry.masonry.api"' 'build-backend = "poetry.core.masonry.api"'
+  '';
+
+  build-system = [ poetry-core ];
+
+  dependencies = [
+    numpy
+    scikit-learn
+    scipy
+    torch
+    tqdm
+    typing-extensions
+  ];
+
+  nativeCheckInputs = [
+    pytestCheckHook
+    fsspec
+  ];
+
+  pythonImportsCheck = [ "pytorch_tabnet" ];
+
+  meta = {
+    description = "PyTorch implementation of TabNet";
+    homepage = "https://github.com/dreamquark-ai/tabnet";
+    changelog = "https://github.com/dreamquark-ai/tabnet/releases/tag/v${version}";
+    license = lib.licenses.mit;
+    maintainers = with lib.maintainers; [ jherland ];
+  };
+}
diff --git a/pkgs/top-level/python-packages.nix b/pkgs/top-level/python-packages.nix
index 0ce2835bc24b..e2cfdeff77bf 100644
--- a/pkgs/top-level/python-packages.nix
+++ b/pkgs/top-level/python-packages.nix
@@ -15245,6 +15245,8 @@ self: super: with self; {
 
   pytorch-pfn-extras = callPackage ../development/python-modules/pytorch-pfn-extras { };
 
+  pytorch-tabnet = callPackage ../development/python-modules/pytorch-tabnet { };
+
   pytorch3d = callPackage ../development/python-modules/pytorch3d { };
 
   pytorchviz = callPackage ../development/python-modules/pytorchviz { };