diff --git a/paper/paper.bib b/paper/paper.bib
index d1c2c313..f67951a6 100644
--- a/paper/paper.bib
+++ b/paper/paper.bib
@@ -3,13 +3,12 @@ @book{Bossomaier2016
 author = {Bossomaier, Terry and Barnett, Lionel and Harr{\'e}, Michael and Lizier, Joseph T.},
 publisher = {Springer},
 title = {An Introduction to Transfer Entropy},
-doi = {https://doi.org/10.1007/978-3-319-43222-9},
+doi = {10.1007/978-3-319-43222-9},
 year = {2016}
 }
 @article{Faes2011,
 author = {Faes, Luca and Nollo, Giandomenico and Porta, Alberto},
 doi = {10.1103/PhysRevE.83.051112},
-doi = {https://doi.org/10.1103/PhysRevE.83.051112},
 journal = {Physical Review E - Statistical, Nonlinear, and Soft Matter Physics},
 pages = {1--15},
 title = {{Information-based detection of nonlinear Granger causality in multivariate processes via a nonuniform embedding technique}},
@@ -42,7 +41,7 @@ @phdthesis{Lizier2010
 }
 @article{Montalto2014,
 author = {Montalto, Alessandro and Faes, Luca and Marinazzo, Daniele},
-doi = {https://doi.org/10.1371/journal.pone.0109462},
+doi = {10.1371/journal.pone.0109462},
 journal = {PLoS ONE},
 number = {10},
 pages = {e109462},
@@ -52,7 +51,7 @@ @article{Montalto2014
 }
 @article{Schreiber2000,
 author = {Schreiber, Thomas},
-doi = {https://doi.org/10.1103/PhysRevLett.85.461},
+doi = {10.1103/PhysRevLett.85.461},
 journal = {Physical Review Letters},
 number = {2},
 pages = {461--464},
@@ -62,7 +61,7 @@ @article{Schreiber2000
 }
 @article{Vicente2011,
 author = {Vicente, Raul and Wibral, Michael and Lindner, Michael and Pipa, Gordon},
-doi = {https://doi.org/10.1007/s10827-010-0262-3},
+doi = {10.1007/s10827-010-0262-3},
 journal = {Journal of Computational Neuroscience},
 number = {1},
 pages = {45--67},
@@ -72,7 +71,7 @@ @article{Vicente2011
 }
 @article{Wibral2013,
 author = {Wibral, Michael and Pampu, Nicolae and Priesemann, Viola and Siebenh{\"{u}}hner, Felix and Seiwert, Hannes and Lindner, Michael and Lizier, Joseph T. and Vicente, Raul},
-doi = {https://doi.org/10.1371/journal.pone.0055809},
+doi = {10.1371/journal.pone.0055809},
 journal = {PloS ONE},
 number = {2},
 pages = {e55809},
@@ -86,7 +85,7 @@ @article{Shannon1948
 journal = {The Bell System Technical Journal},
 pages = {379--423},
 title = {A mathematical theory of communication},
-doi = {https://doi.org/10.1002/j.1538-7305.1948.tb00917.x},
+doi = {10.1002/j.1538-7305.1948.tb00917.x},
 volume = {27},
 year = {1948}
 }
@@ -102,7 +101,7 @@ @book{Cover2006
   author={Cover, Thomas M. and Thomas, Joy A.},
   year={2006},
   publisher={John Wiley \& Sons},
-  doi = {https://doi.org/10.1002/047174882X},
+  doi = {10.1002/047174882X},
   address={New York, NY}
 }
 @incollection{Wibral2014,
@@ -112,13 +111,13 @@ @incollection{Wibral2014
 editor={Wibral, Michael and Vicente, Raul and Lizier, Joseph T.},
 adress={Berlin, Heidelberg},
 publisher={Springer},
-doi = {https://doi.org/10.1007/978-3-642-54474-3_1},
+doi = {10.1007/978-3-642-54474-3_1},
 year={2014},
 pages={3--36}
 }
 @article{Lizier2012coherent,
 author = {Lizier, Joseph T. and Prokopenko, Mikhail and Zomaya, Albert Y.},
-doi = {https://doi.org/10.1007/s12064-011-0145-9},
+doi = {10.1007/s12064-011-0145-9},
 journal = {Theory in Biosciences},
 pages = {193--203},
 title = {{Coherent information structure in complex computation}},
@@ -127,7 +126,7 @@ @article{Lizier2012coherent
 }
 @article{Lizier2012lais,
 author = {Lizier, Joseph T. and Prokopenko, Mikhail and Zomaya, Albert Y.},
-doi = {https://doi.org/10.1016/j.ins.2012.04.016},
+doi = {10.1016/j.ins.2012.04.016},
 journal = {Information Sciences},
 pages = {39--54},
 title = {{Local measures of information storage in complex distributed computation}},
@@ -155,7 +154,7 @@ @article{Bertschinger2014
   number={4},
   pages={2161--2183},
   year={2014},
-  doi={https://doi.org/10.3390/e16042161},
+  doi={10.3390/e16042161},
 }
 
 @Article{Makkeh2018,
@@ -166,13 +165,13 @@ @Article{Makkeh2018
   number =    {4},
   pages =     {271},
   year =         2018,
-  doi={https://doi.org/10.3390/e20040271},
+  doi={10.3390/e20040271},
   publisher={Multidisciplinary Digital Publishing Institute}
 }
 
 @article{Lizier2014jidt,
 author = {Lizier, Joseph T.},
-doi = {https://doi.org/10.3389/frobt.2014.00011},
+doi = {10.3389/frobt.2014.00011},
 journal = {Frontiers in Robotics and AI},
 number = {December},
 pages = {11},
@@ -183,7 +182,7 @@ @article{Lizier2014jidt
 
 @article{Lindner2011,
 author = {Lindner, Michael and Vicente, Raul and Priesemann, Viola and Wibral, Michael},
-doi = {https://doi.org/10.1186/1471-2202-12-119},
+doi = {10.1186/1471-2202-12-119},
 journal = {BMC Neuroscience},
 number = {1},
 pages = {119},
@@ -196,7 +195,7 @@ @incollection{Lizier2014Local
     address = {Berlin, Heidelberg},
     author = {Lizier, Joseph T.},
     booktitle = {Directed Information Measures in Neuroscience},
-    doi = {https://doi.org/10.1007/978-3-642-54474-3_7},
+    doi = {10.1007/978-3-642-54474-3_7},
     editor = {Wibral, Michael and Vicente, Raul and Lizier, Joseph T.},
     pages = {161--193},
     publisher = {Springer},
@@ -208,7 +207,7 @@ @incollection{Lizier2014FrameworkCAs
     address = {Berlin, Heidelberg},
     author = {Lizier, Joseph T. and Prokopenko, Mikhail and Zomaya, Albert Y.},
     booktitle = {Guided Self-Organization: Inception},
-    doi = {https://doi.org/10.1007/978-3-642-53734-9_5},
+    doi = {10.1007/978-3-642-53734-9_5},
     editor = {Prokopenko, Mikhail},
     pages = {115--158},
     publisher = {Springer},
@@ -226,5 +225,5 @@ @article{Granger1969
   volume={37},
   issue={3},
   pages={424--438},
-  doi={https://doi.org/10.2307/1912791}
+  doi={10.2307/1912791}
 }
\ No newline at end of file
diff --git a/paper/paper.md b/paper/paper.md
index 834b22d6..9dd57a75 100644
--- a/paper/paper.md
+++ b/paper/paper.md
@@ -34,9 +34,9 @@ authors:
    orcid: 0000-0001-8010-5862
    affiliation: "1, 7, 8"
 affiliations:
- - name: MEG Unit , Brain Imaging Center, Goethe-University Frankfurt, Fankfurt am Main, Germany
+ - name: MEG Unit, Brain Imaging Center, Goethe-University Frankfurt, Fankfurt am Main, Germany
    index: 1
- - name: Centre for Complex Systems, Faculty of Engineering and IT, The Univeristy of Sydney, Sydney, Australia
+ - name: Centre for Complex Systems, Faculty of Engineering and IT, The University of Sydney, Sydney, Australia
    index: 2
  - name: Computational Neuroscience Lab, Institute of Computer Science, Tartu, Estonia
    index: 3