diff --git a/flax/nnx/transforms/autodiff.py b/flax/nnx/transforms/autodiff.py
index 7547504c5a..861869ae40 100644
--- a/flax/nnx/transforms/autodiff.py
+++ b/flax/nnx/transforms/autodiff.py
@@ -873,17 +873,17 @@ def remat(
       ),
     )
   )
-
   """A "lifted" version of the `jax.checkpoint <https://jax.readthedocs.io/en/latest/_autosummary/jax.checkpoint.html>`__
   (a.k.a. ``jax.remat``).
 
   ``flax.nnx.remat``, similar to ``jax.checkpoint`` can provide control over, for
-  example, how ``flax.nnx.grad`` values are computed and saved during the forward pass versus
-  how they are recomputed during the backward pass, trading off memory and FLOPs. 
+    example, how ``flax.nnx.grad`` values are computed and saved during the forward pass versus
+    how they are recomputed during the backward pass, trading off memory and FLOPs. 
 
   Learn more in `Flax NNX vs JAX Transformations <https://flax.readthedocs.io/en/latest/guides/jax_and_nnx_transforms.html>`_.
 
   To learn about ``jax.remat``, go to JAX's
-  `fundamentals of jax.checkpoint <https://jax.readthedocs.io/en/latest/notebooks/autodiff_remat.html#fundamentals-of-jax-checkpoint>`_
-  and `practical notes <https://jax.readthedocs.io/en/latest/notebooks/autodiff_remat.html#practical-notes>`_.
+    `fundamentals of jax.checkpoint <https://jax.readthedocs.io/en/latest/notebooks/autodiff_remat.html#fundamentals-of-jax-checkpoint>`_
+    and `practical notes <https://jax.readthedocs.io/en/latest/notebooks/autodiff_remat.html#practical-notes>`_.
   """
+