Update reade.md

reade.md

@@ -12,9 +12,6 @@ We release [InterpretMe]
 
 ### Journal and Conference papers:
 
-1. **DeepWalk: Online Learning of Social Representations.**
-*Bryan Perozzi, Rami Al-Rfou, Steven Skiena.*  KDD 2014. [paper](https://arxiv.org/pdf/1403.6652) [code](https://github.com/phanein/deepwalk)
-
 1. **Towards a rigorous science of interpretable machine learning.**
 *Finale Doshi-Velez and Been Kim.*  2017. [paper]
 
@@ -28,13 +25,13 @@ We release [InterpretMe]
 *Michael C Hughes, Huseyin Melih Elibol, Thomas McCoy, Roy Perlis, and Finale Doshi-Velez.*.2016. [paper](https://arxiv.org/pdf/1612.01678)
 
 1. **A unified approach to interpreting model predictions.**
-*Scott Lundberg and Su-In Lee.*2016. [paper](https://arxiv.org/pdf/1705.07874)
+*Scott Lundberg and Su-In Lee.*.2016. [paper](https://arxiv.org/pdf/1705.07874)
  
 1. **A human-grounded evaluation benchmark for local explanations of machine learning.**
-*Sina Mohseni and Eric D Ragan.*2018. [paper](https://arxiv.org/pdf/1801.05075).
+*Sina Mohseni and Eric D Ragan.*.2018. [paper](https://arxiv.org/pdf/1801.05075).
 
 1. **Anchors: High-precision model-agnostic explanations.**
-*Marco Tulio Ribeiro, Sameer Singh, and Carlos Guestrin.*AAAI 2018. [paper]
+*Marco Tulio Ribeiro, Sameer Singh, and Carlos Guestrin.*.AAAI 2018. [paper]
 
 1. **Right for the right reasons: Training differentiable models by constraining their explanations.**
-*Andrew Slavin Ross, Michael C. Hughes, and Finale Doshi-Velez.* IJCAI 2018. [paper](https://doi.org/10.24963/ijcai.2017/371)
+*Andrew Slavin Ross, Michael C. Hughes, and Finale Doshi-Velez.*.IJCAI 2018. [paper](https://doi.org/10.24963/ijcai.2017/371)