diff --git a/README.md b/README.md
index ee7f91f2..6e1504f4 100644
--- a/README.md
+++ b/README.md
@@ -76,7 +76,7 @@ Underlined "TTS*" and "Judy*" are 🐸TTS models
 ### Attention Methods
 - Guided Attention: [paper](https://arxiv.org/abs/1710.08969)
 - Forward Backward Decoding: [paper](https://arxiv.org/abs/1907.09006)
-- Graves Attention: [paper](https://arxiv.org/abs/1907.09006)
+- Graves Attention: [paper](https://arxiv.org/abs/1910.10288)
 - Double Decoder Consistency: [blog](https://erogol.com/solving-attention-problems-of-tts-models-with-double-decoder-consistency/)
 - Dynamic Convolutional Attention: [paper](https://arxiv.org/pdf/1910.10288.pdf)