Information flows in causal networks N Ay, D Polani Advances in complex systems 11 (01), 17-41, 2008 | 267 | 2008 |

Predictive information and explorative behavior of autonomous robots N Ay, N Bertschinger, R Der, F Güttler, E Olbrich The European Physical Journal B 63 (3), 329-339, 2008 | 219 | 2008 |

Quantifying unique information N Bertschinger, J Rauh, E Olbrich, J Jost, N Ay Entropy 16 (4), 2161-2183, 2014 | 189 | 2014 |

Refinements of universal approximation results for deep belief networks and restricted Boltzmann machines G Montufar, N Ay Neural computation 23 (5), 1306-1319, 2011 | 102 | 2011 |

Autonomy: An information theoretic perspective N Bertschinger, E Olbrich, N Ay, J Jost Biosystems 91 (2), 331-345, 2008 | 102 | 2008 |

Higher coordination with less control—a result of information maximization in the sensorimotor loop K Zahedi, N Ay, R Der Adaptive Behavior 18 (3-4), 338-355, 2010 | 94 | 2010 |

Information geometry and sufficient statistics N Ay, J Jost, H Vân Lê, L Schwachhöfer Probability Theory and Related Fields 162 (1-2), 327-364, 2015 | 90 | 2015 |

Robustness and complexity co-constructed in multimodal signalling networks N Ay, J Flack, DC Krakauer Philosophical Transactions of the Royal Society B: Biological Sciences 362 …, 2007 | 79 | 2007 |

Information driven self-organization of complex robotic behaviors G Martius, R Der, N Ay PloS one 8 (5), e63400, 2013 | 76 | 2013 |

Information geometry on complexity and stochastic interaction N Ay Entropy 17 (4), 2432-2458, 2015 | 74 | 2015 |

Maximizing multi-information N Ay, A Knauf arXiv preprint math-ph/0702002, 2007 | 69 | 2007 |

The information theory of individuality D Krakauer, N Bertschinger, E Olbrich, JC Flack, N Ay Theory in Biosciences 139 (2), 209-223, 2020 | 65* | 2020 |

A geometric approach to complexity N Ay, E Olbrich, N Bertschinger, J Jost Chaos: An Interdisciplinary Journal of Nonlinear Science 21 (3), 037103, 2011 | 64 | 2011 |

Information-driven self-organization: the dynamical system approach to autonomous robot behavior N Ay, H Bernigau, R Der, M Prokopenko Theory in Biosciences 131 (3), 161-179, 2012 | 60 | 2012 |

A novel approach to canonical divergences within information geometry N Ay, S Amari Entropy 17 (12), 8111-8129, 2015 | 59 | 2015 |

A unifying framework for complexity measures of finite systems N Ay, E Olbrich, N Bertschinger, J Jost Proceedings of ECCS 6, 2006 | 59 | 2006 |

An information-geometric approach to a theory of pragmatic structuring N Ay The Annals of Probability 30 (1), 416-436, 2002 | 58 | 2002 |

Expressive power and approximation errors of restricted Boltzmann machines G Montúfar, J Rauh, N Ay arXiv preprint arXiv:1406.3140, 2014 | 54 | 2014 |

Quantifying morphological computation K Zahedi, N Ay Entropy 15 (5), 1887-1915, 2013 | 53 | 2013 |

Geometric robustness theory and biological networks N Ay, DC Krakauer Theory in biosciences 125 (2), 93-121, 2007 | 52 | 2007 |