diff --git a/pages/incubation.audio.ai.GAN.md b/pages/incubation.audio.ai.GAN.md
index 0fb70bd..9500c0d 100644
--- a/pages/incubation.audio.ai.GAN.md
+++ b/pages/incubation.audio.ai.GAN.md
@@ -2,6 +2,8 @@
 - https://www.mathworks.com/help/audio/ug/train-gan-for-sound-synthesis.html
 - https://daps.cs.princeton.edu/projects/HiFi-GAN/index.php?env-pairs=DAPS&speaker=f10&src-env=all
 - https://github.com/chrisdonahue/wavegan
+	- https://www.arxiv-vanity.com/papers/1802.04208/
+- https://github.com/luickk/gan-audio-generator
 
 
 - pdfs
@@ -19,6 +21,13 @@
 		- https://www.hindawi.com/journals/sv/2020/8888578/
 	- ?? 
 		- https://www.semanticscholar.org/paper/Audio-inpainting-with-generative-adversarial-Ebner-Eltelt/bbd9ea6aa8db09aa9f4f2c20ff9755fc74c3771f
+		- https://minds.wisconsin.edu/handle/1793/82595 audioSinGAN
+- online
+	- https://www.leewayhertz.com/how-to-create-a-generative-audio-model/
+	- https://stackoverflow.com/questions/74504746/how-to-create-an-audio-conditional-gan-pytorch pytorch
+	- https://ieeexplore.ieee.org/document/9430540
+		- Towards an End-to-End Visual-to-Raw-Audio Generation With GAN
+
 
 - speeach
 	- https://pytorch.org/hub/nvidia_deeplearningexamples_hifigan/