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Adversarially trained neural representations may already be as robust as corresponding biological neural representations



Chong Guo , Michael J. Lee , Guillaume Leclerc , Joel Dapello , Yug Rao , Aleksander Madry , James J. DiCarlo

* 10 pages, 6 figures, ICML2022 

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Neural Population Geometry Reveals the Role of Stochasticity in Robust Perception



Joel Dapello , Jenelle Feather , Hang Le , Tiago Marques , David D. Cox , Josh H. McDermott , James J. DiCarlo , SueYeon Chung

* 35th Conference on Neural Information Processing Systems (NeurIPS 2021) 

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Combining Different V1 Brain Model Variants to Improve Robustness to Image Corruptions in CNNs



Avinash Baidya , Joel Dapello , James J. DiCarlo , Tiago Marques

* 15 pages with supplementary material, 3 main figures, 2 supplementary figures, 4 supplementary tables 

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ThreeDWorld: A Platform for Interactive Multi-Modal Physical Simulation



Chuang Gan , Jeremy Schwartz , Seth Alter , Martin Schrimpf , James Traer , Julian De Freitas , Jonas Kubilius , Abhishek Bhandwaldar , Nick Haber , Megumi Sano , Kuno Kim , Elias Wang , Damian Mrowca , Michael Lingelbach , Aidan Curtis , Kevin Feigelis , Daniel M. Bear , Dan Gutfreund , David Cox , James J. DiCarlo , Josh McDermott , Joshua B. Tenenbaum , Daniel L. K. Yamins

* Project page: http://www.threedworld.org 

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Brain-Like Object Recognition with High-Performing Shallow Recurrent ANNs



Jonas Kubilius , Martin Schrimpf , Kohitij Kar , Ha Hong , Najib J. Majaj , Rishi Rajalingham , Elias B. Issa , Pouya Bashivan , Jonathan Prescott-Roy , Kailyn Schmidt , Aran Nayebi , Daniel Bear , Daniel L. K. Yamins , James J. DiCarlo

* NeurIPS 2019 (Oral). Code available at https://github.com/dicarlolab/neurips2019 

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Task-Driven Convolutional Recurrent Models of the Visual System



Aran Nayebi , Daniel Bear , Jonas Kubilius , Kohitij Kar , Surya Ganguli , David Sussillo , James J. DiCarlo , Daniel L. K. Yamins

* NIPS 2018 Camera Ready Version, 16 pages including supplementary information, 6 figures 

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Deep Neural Networks Rival the Representation of Primate IT Cortex for Core Visual Object Recognition



Charles F. Cadieu , Ha Hong , Daniel L. K. Yamins , Nicolas Pinto , Diego Ardila , Ethan A. Solomon , Najib J. Majaj , James J. DiCarlo

* 35 pages, 12 figures, extends and expands upon arXiv:1301.3530 

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The Neural Representation Benchmark and its Evaluation on Brain and Machine



Charles F. Cadieu , Ha Hong , Dan Yamins , Nicolas Pinto , Najib J. Majaj , James J. DiCarlo

* The v1 version contained incorrectly computed kernel analysis curves and KA-AUC values for V4, IT, and the HT-L3 models. They have been corrected in this version 

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