diff --git a/_posts/2024-05-07-elaborating-on-the-value-of-flow-matching-for-density-estimation.md b/_posts/2024-05-07-elaborating-on-the-value-of-flow-matching-for-density-estimation.md
index 96291f97..ec6d4a56 100644
--- a/_posts/2024-05-07-elaborating-on-the-value-of-flow-matching-for-density-estimation.md
+++ b/_posts/2024-05-07-elaborating-on-the-value-of-flow-matching-for-density-estimation.md
@@ -154,7 +154,7 @@ Assuming that the target vector field is known, the authors propose a
 loss function that directly regresses the time dependent vector field:
 
 $$
-  L_{\textrm{FM}}(\theta) = \mathbb{E}_{t, p_t(x)}(|f\_{\theta}(x, t) - u_t(x)|^2),
+  L_{\textrm{FM}}(\theta) = \mathbb{E}_{t, p_t(x)}(|f_{\theta}(x, t) - u_t(x)|^2),
 $$
 
 where $$u_t$$ is a vector field that generates $$p_t$$ and the expectation with