Update README.md

ChunyuanLI · Jan 13, 2018 · e5eebf4 · e5eebf4
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 **Tensorflow implementation of Stein Variational Gradient Descent (SVGD)**
 
 
+### Results:
 
  ![](/results/toy1.png) |  
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 ### Link: 
-
  -- For official implementation in Matlab and Theano, please visit the authors' project website - [SVGD](http://www.cs.dartmouth.edu/~dartml/project.html?p=vgd).
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- -- Paper: [Stein Variational Gradient Descent: A General Purpose Bayesian Inference Algorithm, NIPS2017](https://arxiv.org/abs/1608.04471).
+ -- Paper: Stein Variational Gradient Descent: A General Purpose Bayesian Inference Algorithm, NIPS2017 [arXiv](https://arxiv.org/abs/1608.04471).