You can use the Document Tools of the Calico suite, which can be installed separately with:
sudo ipython install-nbextension https://bitbucket.org/ipre/calico/downloads/calico-document-tools-1.0.zip
Read the tutorial and watch the YouTube video for more details.
Warning: only the cited references are processed. Therefore, if you fail to cite an article, it won't appear in the References section. As a little working example, copy the following in a Markdown cell and press the "book" icon.
<!--bibtex
@Article{PER-GRA:2007,
  Author    = {P\'erez, Fernando and Granger, Brian E.},
  Title     = {{IP}ython: a System for Interactive Scientific Computing},
  Journal   = {Computing in Science and Engineering},
  Volume    = {9},
  Number    = {3},
  Pages     = {21--29},
  month     = may,
  year      = 2007,
  url       = "http://ipython.org",
  ISSN      = "1521-9615",
  doi       = {10.1109/MCSE.2007.53},
  publisher = {IEEE Computer Society},
}
@article{Papa2007,
  author = {Papa, David A. and Markov, Igor L.},
  journal = {Approximation algorithms and metaheuristics},
  pages = {1--38},
  title = {{Hypergraph partitioning and clustering}},
  url = {http://www.podload.org/pubs/book/part\_survey.pdf},
  year = {2007}
}
-->
Examples of citations: [CITE](#cite-PER-GRA:2007) or [CITE](#cite-Papa2007).
This should result in the following added Markdown cell:
References
^ Pérez, Fernando and Granger, Brian E.. 2007. IPython: a System for Interactive Scientific Computing. URL
^ Papa, David A. and Markov, Igor L.. 2007. Hypergraph partitioning and clustering. URL