From 7a95e23bc777907b5e5e061e0613e11f7500b558 Mon Sep 17 00:00:00 2001
From: 1Konny <lee.wonkwang94@gmail.com>
Date: Tue, 22 May 2018 19:09:35 +0900
Subject: [PATCH] .

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 README.md | 11 +++++++----
 1 file changed, 7 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index fa940ea..422cc74 100644
--- a/README.md
+++ b/README.md
@@ -1,5 +1,7 @@
 # β-VAE
-Pytorch implementation of β-VAE proposed in [this paper]
+Pytorch reproduction of two papers below:
+1. [β-VAE: Learning Basic Visual Concepts with a Constrained Variational Framework, Higgins et al., ICLR, 2017]
+2. [Understanding disentangling in β-VAE, Burgess et al., arxiv:1804.03599, 2018]
 <br>
 
 ### Dependencies
@@ -56,11 +58,12 @@ sh run_dsprites_B.sh
 
 
 ### Reference
-1. β-VAE: Learning Basic Visual Concepts with a Constrained Variational Framework, Higgins et al., ICLR, 2017
-2. Understanding disentangling in β-VAE, Burgess et al., arxiv:1804.03599, 2018
+1. [β-VAE: Learning Basic Visual Concepts with a Constrained Variational Framework, Higgins et al., ICLR, 2017]
+2. [Understanding disentangling in β-VAE, Burgess et al., arxiv:1804.03599, 2018]
 3. [Github Repo]: Tensorflow implementation from [miyosuda]
 
-[this paper]: https://openreview.net/pdf?id=Sy2fzU9gl
+[β-VAE: Learning Basic Visual Concepts with a Constrained Variational Framework, Higgins et al., ICLR, 2017]: https://openreview.net/pdf?id=Sy2fzU9gl
+[Understanding disentangling in β-VAE, Burgess et al., arxiv:1804.03599, 2018]: http://arxiv.org/abs/1804.03599
 [same with here]: https://github.com/1Konny/FactorVAE
 [Github Repo]: https://github.com/miyosuda/disentangled_vae
 [miyosuda]: https://github.com/miyosuda
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