diff --git a/docs/source/references.rst b/docs/source/references.rst
index 1165c6db..490e080a 100644
--- a/docs/source/references.rst
+++ b/docs/source/references.rst
@@ -243,6 +243,19 @@ For Laplace Approximation, consider citing:
 * Authors: *Erik Daxberger, Agustinus Kristiadi, Alexander Immer, Runa Eschenhagen, Matthias Bauer, and Philipp Hennig*
 * Paper: `NeurIPS 2021 <https://arxiv.org/abs/2106.14806>`__.
 
+Losses
+------
+
+Conflictual Loss
+^^^^^^^^^^^^^^^^
+
+For the conflictual loss, consider citing:
+
+**On the Calibration of Epistemic Uncertainty: Principles, Paradoxes and Conflictual Loss**
+
+* Authors: *Mohammed Fellaji, Frédéric Pennerath, Brieuc Conan-Guez, and Miguel Couceiro*
+* Paper: `ArXiv 2024 <https://arxiv.org/pdf/2407.12211`__.
+
 Metrics
 -------
 
diff --git a/torch_uncertainty/losses/classification.py b/torch_uncertainty/losses/classification.py
index 1b358fc5..0b9230b9 100644
--- a/torch_uncertainty/losses/classification.py
+++ b/torch_uncertainty/losses/classification.py
@@ -235,7 +235,7 @@ def __init__(
         reg_weight: float = 1,
         reduction: str | None = "mean",
     ) -> None:
-        """The Conflictual Loss.
+        r"""The Conflictual Loss.
 
         Args:
             reg_weight (float, optional): The weight of the regularization term.
@@ -243,8 +243,8 @@ def __init__(
             output:``'none'`` | ``'mean'`` | ``'sum'``.
 
         Reference:
-            Mohammed Fellaji et al. On the Calibration of Epistemic Uncertainty:
-            Principles, Paradoxes and Conflictual Loss. https://arxiv.org/pdf/2407.12211
+            `Mohammed Fellaji et al. On the Calibration of Epistemic Uncertainty:
+            Principles, Paradoxes and Conflictual Loss <https://arxiv.org/pdf/2407.12211>`_.
         """
         super().__init__()
         if reduction is None: