From 95a98b4035c79791ea270f7e41da6594089e2390 Mon Sep 17 00:00:00 2001
From: davrot <54365609+davrot@users.noreply.github.com>
Date: Sat, 30 Apr 2022 02:16:43 +0200
Subject: [PATCH] Update README.md

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 README.md | 27 +++++++++------------------
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 SbS Extension for PyTorch
 
 
-Based on the scientific paper:
+# Based on the scientific papers:
 
+**Back-Propagation Learning in Deep Spike-By-Spike Networks**  
+David Rotermund and Klaus R. Pawelzik  
+Front. Comput. Neurosci., https://doi.org/10.3389/fncom.2019.00055  
+https://www.frontiersin.org/articles/10.3389/fncom.2019.00055/full  
 
-Back-Propagation Learning in Deep Spike-By-Spike Networks
-
-David Rotermund and Klaus R. Pawelzik
-
-Front. Comput. Neurosci., https://doi.org/10.3389/fncom.2019.00055
-
-https://www.frontiersin.org/articles/10.3389/fncom.2019.00055/full
-
-
-
-Efficient Computation Based on Stochastic Spikes
-
-Udo Ernst, David Rotermund, and Klaus Pawelzik
-
-Neural Computation (2007) 19 (5): 1313–1343.
-
-https://direct.mit.edu/neco/article-abstract/19/5/1313/7183/Efficient-Computation-Based-on-Stochastic-Spikes
+**Efficient Computation Based on Stochastic Spikes**  
+Udo Ernst, David Rotermund, and Klaus Pawelzik  
+Neural Computation (2007) 19 (5): 1313–1343.  
+https://direct.mit.edu/neco/article-abstract/19/5/1313/7183/Efficient-Computation-Based-on-Stochastic-Spikes