diff --git a/CHANGELOG.md b/CHANGELOG.md
index f59b07cd2..c633ebb40 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -51,6 +51,8 @@ When releasing, please add the new-release-boilerplate to docs/pallas/CHANGELOG.
   * The internal utilities `jax.core.check_eqn`, `jax.core.check_type`, and
     `jax.core.check_valid_jaxtype` are now deprecated, and will be removed in
     the future.
+  * `jax.numpy.round_` has been deprecated, following removal of the corresponding
+    API in NumPy 2.0. Use {func}`jax.numpy.round` instead.
 
 ## jaxlib 0.4.32
 
diff --git a/jax/_src/numpy/lax_numpy.py b/jax/_src/numpy/lax_numpy.py
index e7bcc9ecc..7c0162d78 100644
--- a/jax/_src/numpy/lax_numpy.py
+++ b/jax/_src/numpy/lax_numpy.py
@@ -2722,12 +2722,6 @@ def around(a: ArrayLike, decimals: int = 0, out: None = None) -> Array:
   return round(a, decimals, out)
 
 
-@partial(jit, static_argnames=('decimals',))
-def round_(a: ArrayLike, decimals: int = 0, out: None = None) -> Array:
-  """Alias of :func:`jax.numpy.round`"""
-  return round(a, decimals, out)
-
-
 @jit
 def fix(x: ArrayLike, out: None = None) -> Array:
   """Round input to the nearest integer towards zero.
diff --git a/jax/numpy/__init__.py b/jax/numpy/__init__.py
index 88e1840ef..da79f7859 100644
--- a/jax/numpy/__init__.py
+++ b/jax/numpy/__init__.py
@@ -212,7 +212,6 @@ from jax._src.numpy.lax_numpy import (
     rollaxis as rollaxis,
     rot90 as rot90,
     round as round,
-    round_ as round_,
     save as save,
     savez as savez,
     searchsorted as searchsorted,
@@ -466,6 +465,11 @@ del register_jax_array_methods
 
 
 _deprecations = {
+  # Deprecated 03 Sept 2024
+  "round_": (
+    "jnp.round_ is deprecated; use jnp.round instead.",
+    round
+  ),
   # Deprecated 18 Sept 2023 and removed 06 Feb 2024
   "trapz": (
     "jnp.trapz is deprecated; use jnp.trapezoid instead.",
@@ -473,6 +477,11 @@ _deprecations = {
   ),
 }
 
-from jax._src.deprecations import deprecation_getattr as _deprecation_getattr
-__getattr__ = _deprecation_getattr(__name__, _deprecations)
-del _deprecation_getattr
+import typing
+if typing.TYPE_CHECKING:
+  round_ = round
+else:
+  from jax._src.deprecations import deprecation_getattr as _deprecation_getattr
+  __getattr__ = _deprecation_getattr(__name__, _deprecations)
+  del _deprecation_getattr
+del typing