diff --git a/examples/PINN2DPDE/Project.toml b/examples/PINN2DPDE/Project.toml
index bfe3ca512..af9ed4e73 100644
--- a/examples/PINN2DPDE/Project.toml
+++ b/examples/PINN2DPDE/Project.toml
@@ -14,4 +14,16 @@ Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
 Zygote = "e88e6eb3-aa80-5325-afca-941959d7151f"
 
 [compat]
+ADTypes = "1.7.1"
+CairoMakie = "0.12.10"
+InteractiveUtils = "<0.0.1, 1"
 Literate = "2"
+Lux = "1"
+LuxCUDA = "0.3.3"
+MLUtils = "0.4.4"
+OnlineStats = "1.7.1"
+Optimisers = "0.3.3"
+Printf = "1.10"
+Random = "1.10"
+Statistics = "1.10"
+Zygote = "0.6.70"