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@@ -14,7 +14,7 @@ In order to set up the venv, run ./setup.sh (maybe run 'chmod +x setup.sh' befor
 ## How to cite:
 If you use this code in your work, please cite the paper
 
-> T. Wenzel and G. Santin and B. Haasdonk, [_Universality and {O}ptimality of {S}tructured {D}eep {K}ernel {N}etworks_](https://arxiv.org/abs/2103.13655), ArXiv preprint 2105.07228 (2021).
+> T. Wenzel and G. Santin and B. Haasdonk, [_Universality and Optimality of Structured Deep Kernel Networks_](https://arxiv.org/abs/2103.13655), ArXiv preprint 2105.07228 (2021).
 
 
 ```bibtex:
@@ -34,5 +34,4 @@ If you use this code in your work, please cite the paper
 ## How to view the tensorboard logs:
 
 In order to view tb_logs:
-    tensorboard --logdir=path_to_dir                        # view one folder
-    tensorboard --logdir=path_to_dir                        # view several folder
+- tensorboard --logdir=path_to_dir