diff --git a/doc/source/rllib-algorithms.rst b/doc/source/rllib-algorithms.rst
index 6fe0c3a14..13ef655ff 100644
--- a/doc/source/rllib-algorithms.rst
+++ b/doc/source/rllib-algorithms.rst
@@ -42,7 +42,7 @@ Algorithm                     Frameworks Discrete Actions        Continuous Acti
 ----------------------------- ---------------------------------------------------------------------------------------
 `Fully Independent Learning`_  Depends on bootstrapped algorithm
 ----------------------------- ---------------------------------------------------------------------------------------
-`Shared Critic Methods`_  Depends on bootstrapped algorithm
+`Shared Critic Methods`_       Depends on bootstrapped algorithm
 ============================= =======================================================================================
 
 
@@ -734,5 +734,6 @@ Tuned examples: `waterworld <https://github.com/ray-project/ray/blob/master/rlli
 Shared Critic Methods
 --------------------------
 
-`[instructions] <https://docs.ray.io/en/master/rllib-env.html#implementing-a-centralized-critic>`__Shared critic methods are when all agents use a single parameter shared critic network (in some cases with access to more of the observation space than agents can see). Note that many specialized multi-agent algorithms such as MADDPG are mostly shared critic forms of their single-agent algorithm (DDPG in the case of MADDPG).
-Tuned examples:  `TwoStepGame <https://github.com/ray-project/ray/blob/master/rllib/examples/centralized_critic_2.py>`__
+`[instructions] <https://docs.ray.io/en/master/rllib-env.html#implementing-a-centralized-critic>`__ Shared critic methods are when all agents use a single parameter shared critic network (in some cases with access to more of the observation space than agents can see). Note that many specialized multi-agent algorithms such as MADDPG are mostly shared critic forms of their single-agent algorithm (DDPG in the case of MADDPG).
+
+Tuned examples: `TwoStepGame <https://github.com/ray-project/ray/blob/master/rllib/examples/centralized_critic_2.py>`__