Dimensionality compression and expansion in deep neural networks S Recanatesi, M Farrell, M Advani, T Moore, G Lajoie, E Shea-Brown arXiv preprint arXiv:1906.00443, 2019 | 78 | 2019 |

Predictive learning as a network mechanism for extracting low-dimensional latent space representations S Recanatesi, M Farrell, G Lajoie, S Deneve, M Rigotti, E Shea-Brown Nature communications 12 (1), 1417, 2021 | 76* | 2021 |

Gradient-based learning drives robust representations in recurrent neural networks by balancing compression and expansion M Farrell, S Recanatesi, T Moore, G Lajoie, E Shea-Brown Nature Machine Intelligence 4 (6), 564-573, 2022 | 66* | 2022 |

CoEulerian graphs M Farrell, L Levine Proceedings of the American Mathematical Society 144 (7), 2847-2860, 2016 | 32 | 2016 |

Hyperbolicity, degeneracy, and expansion of random intersection graphs M Farrell, TD Goodrich, N Lemons, F Reidl, F Sánchez Villaamil, ... Algorithms and Models for the Web Graph: 12th International Workshop, WAW …, 2015 | 15 | 2015 |

Multi-Eulerian Tours of Directed Graphs M Farrell, L Levine The Electronic Journal of Combinatorics 23 (2), 2016 | 11 | 2016 |

From lazy to rich to exclusive task representations in neural networks and neural codes M Farrell, S Recanatesi, E Shea-Brown Current Opinion in Neurobiology 83, 102780, 2023 | 9 | 2023 |

Autoencoder networks extract latent variables and encode these variables in their connectomes M Farrell, S Recanatesi, RC Reid, S Mihalas, E Shea-Brown Neural Networks 141, 330-343, 2021 | 9 | 2021 |

Capacity of Group-invariant Linear Readouts from Equivariant Representations: How Many Objects can be Linearly Classified Under All Possible Views? M Farrell, B Bordelon, S Trivedi, C Pehlevan International Conference on Learning Representations, 2021 | 3 | 2021 |

Revealing Structure in Trained Neural Networks Through Dimensionality-Based Methods MS Farrell University of Washington, 2020 | 2 | 2020 |

Recall tempo of Hebbian sequences depends on the interplay of Hebbian kernel with tutor signal timing M Farrell, C Pehlevan Proceedings of the National Academy of Sciences 121 (32), e2309876121, 2024 | 1 | 2024 |

Hyperbolicity, degeneracy, and expansion of random intersection graphs BD Sullivan, M Farrell, FS Villaamil, F Reidl, N Lemons, T Goodrich Internet Mathematics, 2017 | | 2017 |

The halting problem for chip-firing on finite directed graphs M Farrell, L Levine | | 2014 |