diff --git a/declearn/__init__.py b/declearn/__init__.py
index a5843bdf1affebeaddafcef160b3b1035099a0fe..0e52c31b2cab3e2cb4cf6e978c54270d9a90095a 100644
--- a/declearn/__init__.py
+++ b/declearn/__init__.py
@@ -38,6 +38,8 @@ The package is organized into the following submodules:
     Tools to write and extend shareable metadata fields specifications.
 * [dataset][declearn.dataset]:
     Data interfacing API and implementations.
+* [fairness][declearn.fairness]:
+    Processes and components for fairness-aware federated learning.
 * [main][declearn.main]:
     Main classes implementing a Federated Learning process.
 * [messaging][declearn.messaging]:
@@ -65,6 +67,7 @@ from . import (
     communication,
     data_info,
     dataset,
+    fairness,
     main,
     metrics,
     messaging,