diff --git a/docs/assets/use_cases/node_representation_learning/context_proba.png b/docs/assets/use_cases/node_representation_learning/context_proba.png index 571dde994..caddfc1bc 100644 Binary files a/docs/assets/use_cases/node_representation_learning/context_proba.png and b/docs/assets/use_cases/node_representation_learning/context_proba.png differ diff --git a/docs/assets/use_cases/node_representation_learning/sage_layer_eqn.png b/docs/assets/use_cases/node_representation_learning/sage_layer_eqn.png index 26e60110a..c92c59935 100644 Binary files a/docs/assets/use_cases/node_representation_learning/sage_layer_eqn.png and b/docs/assets/use_cases/node_representation_learning/sage_layer_eqn.png differ