diff --git a/ivy/functional/backends/jax/module.py b/ivy/functional/backends/jax/module.py
index 31d63f416574..ae46a56dc2fb 100644
--- a/ivy/functional/backends/jax/module.py
+++ b/ivy/functional/backends/jax/module.py
@@ -2,7 +2,7 @@
 from __future__ import annotations
 import re
 import jax
-from flax import nnx as nn
+import flax.nnx as nnx
 import jax.tree_util as tree
 import jax.numpy as jnp
 import functools
@@ -370,7 +370,7 @@ def _addindent(s_, numSpaces):
         return s
 
 
-class Module(nn.Module, ModelHelpers):
+class Module(nnx.Module, ModelHelpers):
     _build_mode = None
     _with_partial_v = None
     _store_vars = True
@@ -654,7 +654,7 @@ def __getattr__(self, name):
     def _compute_module_dict(self):
         self._module_dict = dict()
         for key, value in self.__dict__.items():
-            if isinstance(value, (Module, nn.Module)):
+            if isinstance(value, (Module, nnx.Module)):
                 if (
                     "stateful" in value.__module__
                     or hasattr(value, "_frontend_module")
@@ -667,7 +667,7 @@ def _compute_module_dict(self):
     def __setattr__(self, name, value):
         if name in ["v", "buffers"]:
             name = "_" + name
-        if isinstance(value, (Module, nn.Module)):
+        if isinstance(value, (Module, nnx.Module)):
             _dict = getattr(self, "__dict__", None)
             if _dict:
                 _dict[name] = value
@@ -677,7 +677,7 @@ def __setattr__(self, name, value):
 
             obj_to_search = (
                 None
-                if not isinstance(value, (nn.Module, Module))
+                if not isinstance(value, (nnx.Module, Module))
                 else (
                     self._modules
                     if hasattr(self, "_modules") and self._modules
@@ -729,7 +729,7 @@ def __setattr__(self, name, value):
                 obj_to_search = getattr(self, name)
             except AttributeError:
                 obj_to_search = None
-            if isinstance(obj_to_search, (nn.Module)):
+            if isinstance(obj_to_search, (nnx.Module)):
                 # retrieve all hierarchical submodules
                 assign_dict, kc = get_assignment_dict()
 
@@ -779,7 +779,7 @@ def _find_variables(
             return getattr(obj, fn)(
                 *obj._args, dynamic_backend=obj._dynamic_backend, **obj._kwargs
             )
-        elif isinstance(obj, nn.Module) and obj is not self:
+        elif isinstance(obj, nnx.Module) and obj is not self:
             return obj.v if trainable else obj.buffers
 
         elif isinstance(obj, (list, tuple)):
@@ -942,7 +942,7 @@ def __delattr__(self, name):
         if hasattr(self, name):
             if isinstance(
                 getattr(self, name),
-                (Module, nn.Module),
+                (Module, nnx.Module),
             ):
                 super().__delattr__(name)
                 return