references.bib

@article{Kriegeskorte2008,
  doi       = {10.3389/neuro.06.004.2008},
  url       = {https://doi.org/10.3389/neuro.06.004.2008},
  year      = {2008},
  publisher = {Frontiers Media {SA}},
  author    = {Nikolaus Kriegeskorte},
  title     = {Representational similarity analysis {\textendash} connecting the branches of systems neuroscience},
  journal   = {Frontiers in Systems Neuroscience}
}

@article{Stringer2019,
  doi       = {10.1038/s41586-019-1346-5},
  url       = {https://doi.org/10.1038/s41586-019-1346-5},
  year      = {2019},
  month     = jun,
  publisher = {Springer Science and Business Media {LLC}},
  volume    = {571},
  number    = {7765},
  pages     = {361--365},
  author    = {Carsen Stringer and Marius Pachitariu and Nicholas Steinmetz and Matteo Carandini and Kenneth D. Harris},
  title     = {High-dimensional geometry of population responses in visual cortex},
  journal   = {Nature}
}

@article{Wang2023,
  doi       = {10.1101/2023.02.23.529673},
  url       = {https://doi.org/10.1101/2023.02.23.529673},
  year      = {2023},
  month     = feb,
  publisher = {Cold Spring Harbor Laboratory},
  author    = {Zezhen Wang and Weihao Mai and Yuming Chai and Kexin Qi and Hongtai Ren and Chen Shen and Shiwu Zhang and Guodong Tan and Yu Hu and Quan Wen},
  title     = {The scale-invariant covariance spectrum of brain-wide activity}
}

@inproceedings{Agrawal2022,
  author    = {Agrawal, Kumar K and Mondal, Arnab Kumar and Ghosh, Arna and Richards, Blake},
  booktitle = {Advances in Neural Information Processing Systems},
  editor    = {S. Koyejo and S. Mohamed and A. Agarwal and D. Belgrave and K. Cho and A. Oh},
  pages     = {17626--17638},
  publisher = {Curran Associates, Inc.},
  title     = {\textbackslash alpha-ReQ : Assessing Representation Quality in Self-Supervised Learning by measuring eigenspectrum decay},
  url       = {https://proceedings.neurips.cc/paper_files/paper/2022/file/70596d70542c51c8d9b4e423f4bf2736-Paper-Conference.pdf},
  volume    = {35},
  year      = {2022}
}

@article{Allen2021,
  doi       = {10.1038/s41593-021-00962-x},
  url       = {https://doi.org/10.1038/s41593-021-00962-x},
  year      = {2021},
  month     = dec,
  publisher = {Springer Science and Business Media {LLC}},
  volume    = {25},
  number    = {1},
  pages     = {116--126},
  author    = {Emily J. Allen and Ghislain St-Yves and Yihan Wu and Jesse L. Breedlove and Jacob S. Prince and Logan T. Dowdle and Matthias Nau and Brad Caron and Franco Pestilli and Ian Charest and J. Benjamin Hutchinson and Thomas Naselaris and Kendrick Kay},
  title     = {A massive 7T {fMRI} dataset to bridge cognitive neuroscience and artificial intelligence},
  journal   = {Nature Neuroscience}
}

@inproceedings{Krizhevsky2012,
  author    = {Krizhevsky, Alex and Sutskever, Ilya and Hinton, Geoffrey E},
  booktitle = {Advances in Neural Information Processing Systems},
  editor    = {F. Pereira and C.J. Burges and L. Bottou and K.Q. Weinberger},
  pages     = {},
  publisher = {Curran Associates, Inc.},
  title     = {ImageNet Classification with Deep Convolutional Neural Networks},
  url       = {https://proceedings.neurips.cc/paper_files/paper/2012/file/c399862d3b9d6b76c8436e924a68c45b-Paper.pdf},
  volume    = {25},
  year      = {2012}
}

@misc{Lin2014,
  doi       = {10.48550/ARXIV.1405.0312},
  url       = {https://arxiv.org/abs/1405.0312},
  author    = {Lin,  Tsung-Yi and Maire,  Michael and Belongie,  Serge and Bourdev,  Lubomir and Girshick,  Ross and Hays,  James and Perona,  Pietro and Ramanan,  Deva and Zitnick,  C. Lawrence and Dollár,  Piotr},
  keywords  = {Computer Vision and Pattern Recognition (cs.CV),  FOS: Computer and information sciences,  FOS: Computer and information sciences},
  title     = {Microsoft COCO: Common Objects in Context},
  publisher = {arXiv},
  year      = {2014},
  copyright = {arXiv.org perpetual,  non-exclusive license}
}

@article{Khosla2022,
  doi       = {10.1016/j.cub.2022.08.009},
  url       = {https://doi.org/10.1016/j.cub.2022.08.009},
  year      = {2022},
  month     = oct,
  publisher = {Elsevier {BV}},
  volume    = {32},
  number    = {19},
  pages     = {4159--4171.e9},
  author    = {Meenakshi Khosla and N. Apurva Ratan Murty and Nancy Kanwisher},
  title     = {A highly selective response to food in human visual cortex revealed by hypothesis-free voxel decomposition},
  journal   = {Current Biology}
}

@article{Haxby2011,
  doi       = {10.1016/j.neuron.2011.08.026},
  url       = {https://doi.org/10.1016/j.neuron.2011.08.026},
  year      = {2011},
  month     = oct,
  publisher = {Elsevier {BV}},
  volume    = {72},
  number    = {2},
  pages     = {404--416},
  author    = {James~V. Haxby and J.~Swaroop Guntupalli and Andrew~C. Connolly and Yaroslav~O. Halchenko and Bryan~R. Conroy and M.~Ida Gobbini and Michael Hanke and Peter~J. Ramadge},
  title     = {A Common,  High-Dimensional Model of the Representational Space in Human Ventral Temporal Cortex},
  journal   = {Neuron}
}

@article{Kong2022,
  doi       = {10.1371/journal.pcbi.1009739},
  url       = {https://doi.org/10.1371/journal.pcbi.1009739},
  year      = {2022},
  month     = jan,
  publisher = {Public Library of Science ({PLoS})},
  volume    = {18},
  number    = {1},
  pages     = {e1009739},
  author    = {Nathan C. L. Kong and Eshed Margalit and Justin L. Gardner and Anthony M. Norcia},
  editor    = {Peter E. Latham},
  title     = {Increasing neural network robustness improves match to macaque V1 eigenspectrum,  spatial frequency preference and predictivity},
  journal   = {{PLOS} Computational Biology}
}

@article{DelGiudice2020,
  doi       = {10.1080/00273171.2020.1743631},
  url       = {https://doi.org/10.1080/00273171.2020.1743631},
  year      = {2020},
  month     = mar,
  publisher = {Informa {UK} Limited},
  volume    = {56},
  number    = {3},
  pages     = {527--542},
  author    = {Marco Del Giudice},
  title     = {Effective Dimensionality: A Tutorial},
  journal   = {Multivariate Behavioral Research}
}

@misc{Guth2023,
  doi       = {10.48550/ARXIV.2305.18512},
  url       = {https://arxiv.org/abs/2305.18512},
  author    = {Guth,  Florentin and Ménard,  Brice and Rochette,  Gaspar and Mallat,  Stéphane},
  keywords  = {Machine Learning (cs.LG),  Computer Vision and Pattern Recognition (cs.CV),  Signal Processing (eess.SP),  FOS: Computer and information sciences,  FOS: Computer and information sciences,  FOS: Electrical engineering,  electronic engineering,  information engineering,  FOS: Electrical engineering,  electronic engineering,  information engineering},
  title     = {A Rainbow in Deep Network Black Boxes},
  publisher = {arXiv},
  year      = {2023},
  copyright = {Creative Commons Attribution 4.0 International}
}

@article{Guth2021,
  doi       = {10.48550/ARXIV.2110.05283},
  url       = {https://arxiv.org/abs/2110.05283},
  author    = {Guth,  Florentin and Zarka,  John and Mallat,  Stéphane},
  keywords  = {Machine Learning (cs.LG),  Signal Processing (eess.SP),  Machine Learning (stat.ML),  FOS: Computer and information sciences,  FOS: Computer and information sciences,  FOS: Electrical engineering,  electronic engineering,  information engineering,  FOS: Electrical engineering,  electronic engineering,  information engineering},
  title     = {Phase Collapse in Neural Networks},
  publisher = {arXiv},
  year      = {2021},
  copyright = {Creative Commons Attribution Non Commercial No Derivatives 4.0 International}
}