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What I Cannot Predict, I Do Not Understand: A Human-Centered Evaluation Framework for Explainability Methods


Dec 06, 2021
Thomas Fel, Julien Colin, Remi Cadene, Thomas Serre


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Look at the Variance! Efficient Black-box Explanations with Sobol-based Sensitivity Analysis


Nov 07, 2021
Thomas Fel, Remi Cadene, Mathieu Chalvidal, Matthieu Cord, David Vigouroux, Thomas Serre

* NeurIPS2021 

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The Challenge of Appearance-Free Object Tracking with Feedforward Neural Networks


Sep 30, 2021
Girik Malik, Drew Linsley, Thomas Serre, Ennio Mingolla

* Accepted at CVPR Workshop on Dynamic Neural Networks Meet Computer Vision 

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Understanding the computational demands underlying visual reasoning


Aug 08, 2021
Mohit Vaishnav, Remi Cadene, Andrea Alamia, Drew Linsley, Rufin VanRullen, Thomas Serre


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Tracking Without Re-recognition in Humans and Machines


Jun 03, 2021
Drew Linsley, Girik Malik, Junkyung Kim, Lakshmi N Govindarajan, Ennio Mingolla, Thomas Serre


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KuraNet: Systems of Coupled Oscillators that Learn to Synchronize


May 06, 2021
Matthew Ricci, Minju Jung, Yuwei Zhang, Mathieu Chalvidal, Aneri Soni, Thomas Serre

* 9 pages, 4 figures, 5 videos, supplementary information and figures 

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Iterative VAE as a predictive brain model for out-of-distribution generalization


Dec 01, 2020
Victor Boutin, Aimen Zerroug, Minju Jung, Thomas Serre


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Recurrent neural circuits for contour detection


Oct 29, 2020
Drew Linsley, Junkyung Kim, Alekh Ashok, Thomas Serre

* Published in ICLR 2020 

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Neural Optimal Control for Representation Learning


Jun 16, 2020
Mathieu Chalvidal, Matthew Ricci, Rufin VanRullen, Thomas Serre

* Submitted to NeurIPS 2020 

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Stable and expressive recurrent vision models


May 22, 2020
Drew Linsley, Alekh Karkada Ashok, Lakshmi Narasimhan Govindarajan, Rex Liu, Thomas Serre


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Disentangling neural mechanisms for perceptual grouping


Jun 04, 2019
Junkyung Kim, Drew Linsley, Kalpit Thakkar, Thomas Serre


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Robust neural circuit reconstruction from serial electron microscopy with convolutional recurrent networks


Nov 28, 2018
Drew Linsley, Junkyung Kim, David Berson, Thomas Serre

* 16 pages, 11 figures, 5 tables 

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Global-and-local attention networks for visual recognition


Sep 06, 2018
Drew Linsley, Dan Shiebler, Sven Eberhardt, Thomas Serre


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Robust pose tracking with a joint model of appearance and shape


Jun 28, 2018
Yuliang Guo, Lakshmi Narasimhan Govindarajan, Benjamin Kimia, Thomas Serre


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Learning long-range spatial dependencies with horizontal gated-recurrent units


Jun 22, 2018
Drew Linsley, Junkyung Kim, Vijay Veerabadran, Thomas Serre


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Same-different problems strain convolutional neural networks


May 25, 2018
Matthew Ricci, Junkyung Kim, Thomas Serre

* 6 Pages, 4 Figures 

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What are the visual features underlying human versus machine vision?


Nov 07, 2017
Drew Linsley, Sven Eberhardt, Tarun Sharma, Pankaj Gupta, Thomas Serre

* 9 pages, 7 figures 

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How Deep is the Feature Analysis underlying Rapid Visual Categorization?


Jun 03, 2016
Sven Eberhardt, Jonah Cader, Thomas Serre

* Sven Eberhardt and Jonah Cader contributed equally 

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Cooking in the kitchen: Recognizing and Segmenting Human Activities in Videos


Mar 17, 2016
Hilde Kuehne, Juergen Gall, Thomas Serre

* 15 pages, 12 figures 

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An end-to-end generative framework for video segmentation and recognition


Mar 17, 2016
Hilde Kuehne, Juergen Gall, Thomas Serre

* Proc. of IEEE Winter Conference on Applications of Computer Vision (WACV), 2016 

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Neuronal Synchrony in Complex-Valued Deep Networks


Mar 22, 2014
David P. Reichert, Thomas Serre

* ICLR 2014, accepted to conference track. This version: added proceedings note, minor additions 

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