diff --git a/declearn/fairness/fairbatch/__init__.py b/declearn/fairness/fairbatch/__init__.py
index 31ba338623edf84d85e945e26bf69e5ee17183f2..4cc03a78804a9cb7f9e9f2606db5547f48d4752f 100644
--- a/declearn/fairness/fairbatch/__init__.py
+++ b/declearn/fairness/fairbatch/__init__.py
@@ -52,10 +52,10 @@ More details may be found in the documentation of `FairbatchDataset`
 Controllers
 -----------
 * [FairbatchControllerClient]
-[declearn.fairness.fairbatch.FairgradControllerClient]:
+[declearn.fairness.fairbatch.FairbatchControllerClient]:
     Client-side controller to implement Fed-FairBatch or FedFB.
 * [FairbatchControllerServer]
-[declearn.fairness.fairbatch.FairgradControllerServer]:
+[declearn.fairness.fairbatch.FairbatchControllerServer]:
     Server-side controller to implement Fed-FairBatch or FedFB.
 
 Backend
diff --git a/declearn/fairness/fairfed/__init__.py b/declearn/fairness/fairfed/__init__.py
index 0185d990bbe4af39e36a18fe885f8338b723aa63..077601e26c03707c6367d2395beced438be697b6 100644
--- a/declearn/fairness/fairfed/__init__.py
+++ b/declearn/fairness/fairfed/__init__.py
@@ -67,7 +67,7 @@ Messages
 References
 ----------
 - [1]
-    Eszzeldin et al. (2021).
+    Ezzeldin et al. (2021).
     FairFed: Enabling Group Fairness in Federated Learning
     https://arxiv.org/abs/2110.00857
 """
diff --git a/declearn/fairness/fairfed/_server.py b/declearn/fairness/fairfed/_server.py
index 1d66a7e36d2acada37b3e96c51b546d7a4a0592a..8bb5625b6b15b2916b6566f04bf9af5a2755a755 100644
--- a/declearn/fairness/fairfed/_server.py
+++ b/declearn/fairness/fairfed/_server.py
@@ -74,7 +74,7 @@ class FairfedControllerServer(FairnessControllerServer):
     References
     ----------
     - [1]
-        Eszzeldin et al. (2021).
+        Ezzeldin et al. (2021).
         FairFed: Enabling Group Fairness in Federated Learning
         https://arxiv.org/abs/2110.00857
     """
diff --git a/declearn/optimizer/schedulers/__init__.py b/declearn/optimizer/schedulers/__init__.py
index 624d08caabb8c001a1a80102263c8a6b9c42d289..141782db36e0bc4982a2561d1144c33b73d85f9a 100644
--- a/declearn/optimizer/schedulers/__init__.py
+++ b/declearn/optimizer/schedulers/__init__.py
@@ -61,9 +61,9 @@ Cyclic rate rules
 
 Warmup schedulers
 -----------------
-* [Warmup][declearn.optimizers.schedulers.Warmup]:
+* [Warmup][declearn.optimizer.schedulers.Warmup]:
     Scheduler (wrapper) setting up a linear warmup over steps.
-* [WarmupRounds][declearn.optimizers.schedulers.WarmupRounds]:
+* [WarmupRounds][declearn.optimizer.schedulers.WarmupRounds]:
     Scheduler (wrapper) setting up a linear warmup over rounds.
 """