diff --git a/keras_mdn_layer/version.py b/keras_mdn_layer/version.py
index a987347..908c0bb 100644
--- a/keras_mdn_layer/version.py
+++ b/keras_mdn_layer/version.py
@@ -1 +1 @@
-__version__ = '0.4.2'
+__version__ = '0.4.3'
diff --git a/poetry.lock b/poetry.lock
index 6cc3afe..d02cd8a 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -236,24 +236,24 @@ css = ["tinycss2 (>=1.1.0,<1.3)"]
 
 [[package]]
 name = "cachetools"
-version = "5.3.3"
+version = "5.4.0"
 description = "Extensible memoizing collections and decorators"
 optional = false
 python-versions = ">=3.7"
 files = [
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+    {file = "cachetools-5.4.0-py3-none-any.whl", hash = "sha256:3ae3b49a3d5e28a77a0be2b37dbcb89005058959cb2323858c2657c4a8cab474"},
+    {file = "cachetools-5.4.0.tar.gz", hash = "sha256:b8adc2e7c07f105ced7bc56dbb6dfbe7c4a00acce20e2227b3f355be89bc6827"},
 ]
 
 [[package]]
 name = "certifi"
-version = "2024.6.2"
+version = "2024.7.4"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.6"
 files = [
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-    {file = "certifi-2024.6.2.tar.gz", hash = "sha256:3cd43f1c6fa7dedc5899d69d3ad0398fd018ad1a17fba83ddaf78aa46c747516"},
+    {file = "certifi-2024.7.4-py3-none-any.whl", hash = "sha256:c198e21b1289c2ab85ee4e67bb4b4ef3ead0892059901a8d5b622f24a1101e90"},
+    {file = "certifi-2024.7.4.tar.gz", hash = "sha256:5a1e7645bc0ec61a09e26c36f6106dd4cf40c6db3a1fb6352b0244e7fb057c7b"},
 ]
 
 [[package]]
@@ -538,33 +538,33 @@ tests = ["pytest", "pytest-cov", "pytest-xdist"]
 
 [[package]]
 name = "debugpy"
-version = "1.8.1"
+version = "1.8.2"
 description = "An implementation of the Debug Adapter Protocol for Python"
 optional = false
 python-versions = ">=3.8"
 files = [
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 ]
 
 [[package]]
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@@ -701,53 +694,53 @@ files = [
 
 [[package]]
 name = "fonttools"
-version = "4.53.0"
+version = "4.53.1"
 description = "Tools to manipulate font files"
 optional = false
 python-versions = ">=3.8"
 files = [
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 [[package]]
 name = "h11"
@@ -1013,13 +1005,13 @@ files = [
 
 [[package]]
 name = "ipykernel"
-version = "6.29.4"
+version = "6.29.5"
 description = "IPython Kernel for Jupyter"
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 python-versions = ">=3.8"
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 [package.dependencies]
@@ -1069,13 +1061,13 @@ docs = ["myst-nb", "sphinx (>=1.5)", "sphinx-book-theme", "sphinx-copybutton", "
 
 [[package]]
 name = "ipython"
-version = "8.25.0"
+version = "8.26.0"
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 python-versions = ">=3.10"
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 ]
 
 [package.dependencies]
@@ -1101,7 +1093,7 @@ nbformat = ["nbformat"]
 notebook = ["ipywidgets", "notebook"]
 parallel = ["ipyparallel"]
 qtconsole = ["qtconsole"]
-test = ["pickleshare", "pytest", "pytest-asyncio (<0.22)", "testpath"]
+test = ["packaging", "pickleshare", "pytest", "pytest-asyncio (<0.22)", "testpath"]
 test-extra = ["curio", "ipython[test]", "matplotlib (!=3.2.0)", "nbformat", "numpy (>=1.23)", "pandas", "trio"]
 
 [[package]]
@@ -1210,13 +1202,13 @@ files = [
 
 [[package]]
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+version = "4.23.0"
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 ]
 
 [package.dependencies]
@@ -1231,11 +1223,11 @@ rfc3339-validator = {version = "*", optional = true, markers = "extra == \"forma
 rfc3986-validator = {version = ">0.1.0", optional = true, markers = "extra == \"format-nongpl\""}
 rpds-py = ">=0.7.1"
 uri-template = {version = "*", optional = true, markers = "extra == \"format-nongpl\""}
-webcolors = {version = ">=1.11", optional = true, markers = "extra == \"format-nongpl\""}
+webcolors = {version = ">=24.6.0", optional = true, markers = "extra == \"format-nongpl\""}
 
 [package.extras]
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+format-nongpl = ["fqdn", "idna", "isoduration", "jsonpointer (>1.13)", "rfc3339-validator", "rfc3986-validator (>0.1.0)", "uri-template", "webcolors (>=24.6.0)"]
 
 [[package]]
 name = "jsonschema-specifications"
@@ -1378,13 +1370,13 @@ jupyter-server = ">=1.1.2"
 
 [[package]]
 name = "jupyter-server"
-version = "2.14.1"
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 description = "The backend—i.e. core services, APIs, and REST endpoints—to Jupyter web applications."
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 python-versions = ">=3.8"
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 [package.dependencies]
@@ -1433,13 +1425,13 @@ test = ["jupyter-server (>=2.0.0)", "pytest (>=7.0)", "pytest-jupyter[server] (>
 
 [[package]]
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+version = "4.2.4"
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 python-versions = ">=3.8"
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 [package.dependencies]
@@ -1462,7 +1454,7 @@ dev = ["build", "bump2version", "coverage", "hatch", "pre-commit", "pytest-cov",
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 [[package]]
 name = "jupyterlab-pygments"
@@ -1477,13 +1469,13 @@ files = [
 
 [[package]]
 name = "jupyterlab-server"
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+version = "2.27.3"
 description = "A set of server components for JupyterLab and JupyterLab like applications."
 optional = false
 python-versions = ">=3.8"
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 [package.dependencies]
@@ -1739,40 +1731,40 @@ files = [
 
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 [package.dependencies]
@@ -2200,84 +2192,95 @@ ptyprocess = ">=0.5"
 
 [[package]]
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 mic = ["olefile"]
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+version = "0.2.3"
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 ]
 
 [package.extras]
@@ -3617,5 +3621,5 @@ files = [
 
 [metadata]
 lock-version = "2.0"
-python-versions = ">=3.11,<3.12"
-content-hash = "d90f529f7e37f673db268a5577b61a13ed9b7631c365fc0c0723a526fb8504f6"
+python-versions = "~3.11"
+content-hash = "a2dfb4cf4e7e0655bda6597d373ea5c8e71fb058e9cf731050de838918f525a3"
diff --git a/pyproject.toml b/pyproject.toml
index 1e03061..7621a30 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "keras-mdn-layer"
-version = "0.4.2"
+version = "0.4.3"
 description = "An MDN Layer for Keras using TensorFlow's distributions module"
 authors = ["Charles Martin <cpm@charlesmartin.au>"]
 license = "MIT"
@@ -11,13 +11,13 @@ keywords = ["mixture density layer", "neural network", "machine learning"]
 classifiers = ['Topic :: Scientific/Engineering :: Artificial Intelligence']
 
 [tool.poetry.dependencies]
-python = ">=3.11,<3.12"
+python = "~3.11"
 numpy = "^1.26.4"
 tensorflow-probability = "0.23.0"
 tensorflow-macos = {markers="sys_platform == 'darwin' and platform_machine == 'arm64'", version = "2.15.0"}
 tensorflow = [
-  {markers="sys_platform == 'darwin' and platform_machine == 'x86_64'", version = "~2.15.0"},
-  {platform = "linux", version = "~2.15.0"},
+  {markers="sys_platform == 'darwin' and platform_machine == 'x86_64'", version = "2.15.0"},
+  {markers="sys_platform == 'linux' and platform_machine == 'x86_64'", version = "2.15.0"},
   {platform = "win32", version = "~2.15.0"},
   ]