diff --git a/.github/workflows/test.yml b/.github/workflows/test.yml
index 1598bab..53bb056 100644
--- a/.github/workflows/test.yml
+++ b/.github/workflows/test.yml
@@ -8,7 +8,7 @@ jobs:
     strategy:
       fail-fast: false
       matrix:
-        python-version: ["3.7", "3.8", "3.9", "3.10"]
+        python-version: ["3.7", "3.8", "3.9", "3.10", "3.11", "3.12"]
     steps:
     - uses: actions/checkout@v2
     - name: Set up Python ${{ matrix.python-version }}
diff --git a/README.rst b/README.rst
index 5521bae..e043b77 100644
--- a/README.rst
+++ b/README.rst
@@ -238,6 +238,10 @@ suggest ignoring some of the violation codes::
         # See https://github.com/peterjc/flake8-rst-docstrings/issues/17
         RST201,RST203,RST301,
 
+Using ``*arg`` or ``**kwargs`` without escaping in argument descriptions has
+been special-cased to avoid triggering ``RST213`` and ``RST210`` respectively.
+However, other variable names used this way will trigger as missing closing
+markup for emphasis and strong, so you may have to ignore those codes as well.
 
 Version History
 ---------------
@@ -245,6 +249,7 @@ Version History
 ======= ========== ===========================================================
 Version Released   Changes
 ------- ---------- -----------------------------------------------------------
+v0.3.1  2023-12-22 - Ignore ``*args`` (``RST213``) & ``**kwargs`` (``RST210``)
 v0.3.0  2022-11-16 - Replaced ``setup.py`` with ``pyproject.toml``.
 v0.2.7  2022-07-15 - Fix where function signature occurred in docstring body.
 v0.2.6  2022-06-07 - Configuration option to define additional substitutions
@@ -306,6 +311,10 @@ dependencies::
 
     $ pip install -e .[develop]
 
+To run the tests locally::
+
+    $ pytest --verbose
+
 To make a new release once tested locally and on TravisCI::
 
     $ git tag vX.Y.Z
diff --git a/flake8_rst_docstrings.py b/flake8_rst_docstrings.py
index 9d836ec..afd18db 100644
--- a/flake8_rst_docstrings.py
+++ b/flake8_rst_docstrings.py
@@ -25,8 +25,7 @@
         re.VERBOSE,
     )
 
-__version__ = "0.3.0"
-
+__version__ = "0.3.1"
 
 rst_prefix = "RST"
 rst_fail_load = 900
@@ -123,6 +122,23 @@ def code_mapping(
     return default
 
 
+def special_case_unescaped(docstring, variable):
+    """Can RST213 for ``*arg``, or RST210 for ``*kwarg`` be ignored."""
+    if "\nArgs:\n" in docstring and docstring.find("\nArgs:\n") < docstring.find(
+        f"    {variable}:"
+    ):
+        # Ignore special case used in Google docstring style
+        return True
+    elif "\nParameters\n----------\n" in docstring:
+        i = docstring.find("\nParameters\n----------\n")
+        if i < docstring.find(f"\n{variable}\n") or i < docstring.find(
+            f"\n{variable} :"
+        ):
+            # Ignore special case used in NumPy docstring style
+            return True
+    return False
+
+
 class reStructuredTextChecker:
     """Checker of Python docstrings as reStructuredText."""
 
@@ -257,5 +273,14 @@ def run(self):
                     code += 100 * rst_error.level
                     msg = "%s%03i %s" % (rst_prefix, code, msg)
 
+                    # Silence special case use of *args and **kwargs
+                    # (hopefully won't mask a true positive in same docstring)
+                    if code == 210 and special_case_unescaped(docstring, "**kwargs"):
+                        # Ignore special case used in Google/NumPy docstring style
+                        continue
+                    elif code == 213 and special_case_unescaped(docstring, "*args"):
+                        # Ignore special case used in Google/NumPy docstring style
+                        continue
+
                     # We don't know the column number, leaving as zero.
                     yield start + rst_error.line, 0, msg, type(self)
diff --git a/tests/test_cases/google_args_and_kwargs.py b/tests/test_cases/google_args_and_kwargs.py
new file mode 100644
index 0000000..8064b2e
--- /dev/null
+++ b/tests/test_cases/google_args_and_kwargs.py
@@ -0,0 +1,18 @@
+"""Google docstring style test case."""
+
+
+def module_level_function(param1, param2=None, *args, **kwargs):
+    """Accept keyword arguments.
+
+    Here using the Google docstring style, notice that we have *not* escaped
+    the asterisk in ``*args*`` or ``**kwargs`` in the argument list.
+
+    Args:
+        param1 (int): The first parameter.
+        param2 (str, optional): The second parameter. Defaults to None.
+        *args: Variable length argument list.
+        **kwargs: Arbitrary keyword arguments.
+
+    ...
+    """
+    pass
diff --git a/tests/test_cases/numpy_args_and_kwargs.py b/tests/test_cases/numpy_args_and_kwargs.py
new file mode 100644
index 0000000..38ec682
--- /dev/null
+++ b/tests/test_cases/numpy_args_and_kwargs.py
@@ -0,0 +1,23 @@
+"""Numpy style docstring example."""
+
+
+def module_level_function(param1, param2=None, *args, **kwargs):
+    """Accept keyword arguments.
+
+    Here using the Numpy docstring style, notice that we have *not* escaped
+    the asterisk in ``*args*`` or ``**kwargs`` in the parameter list.
+
+    Parameters
+    ----------
+    param1 : int
+        The first parameter.
+    param2 : str optional
+        The second parameter.
+    *args
+        Variable length argument list.
+    **kwargs
+        Arbitrary keyword arguments.
+
+    ...
+    """
+    pass