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Object discovery and representation networks


Mar 16, 2022
Olivier J. Hénaff, Skanda Koppula, Evan Shelhamer, Daniel Zoran, Andrew Jaegle, Andrew Zisserman, João Carreira, Relja Arandjelović

* Technical report 

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Hierarchical Perceiver


Feb 22, 2022
Joao Carreira, Skanda Koppula, Daniel Zoran, Adria Recasens, Catalin Ionescu, Olivier Henaff, Evan Shelhamer, Relja Arandjelovic, Matt Botvinick, Oriol Vinyals, Karen Simonyan, Andrew Zisserman, Andrew Jaegle


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Perceiver IO: A General Architecture for Structured Inputs & Outputs


Aug 02, 2021
Andrew Jaegle, Sebastian Borgeaud, Jean-Baptiste Alayrac, Carl Doersch, Catalin Ionescu, David Ding, Skanda Koppula, Daniel Zoran, Andrew Brock, Evan Shelhamer, Olivier Hénaff, Matthew M. Botvinick, Andrew Zisserman, Oriol Vinyals, João Carreira

* Code: https://dpmd.ai/perceiver-code 

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SIMONe: View-Invariant, Temporally-Abstracted Object Representations via Unsupervised Video Decomposition


Jun 07, 2021
Rishabh Kabra, Daniel Zoran, Goker Erdogan, Loic Matthey, Antonia Creswell, Matthew Botvinick, Alexander Lerchner, Christopher P. Burgess

* Animated figures are available at https://sites.google.com/view/simone-scene-understanding/ 

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NeRF-VAE: A Geometry Aware 3D Scene Generative Model


Apr 01, 2021
Adam R. Kosiorek, Heiko Strathmann, Daniel Zoran, Pol Moreno, Rosalia Schneider, Soňa Mokrá, Danilo J. Rezende

* 17 pages, 15 figures, under review 

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Towards Robust Image Classification Using Sequential Attention Models


Dec 04, 2019
Daniel Zoran, Mike Chrzanowski, Po-Sen Huang, Sven Gowal, Alex Mott, Pushmeet Kohl


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Towards Interpretable Reinforcement Learning Using Attention Augmented Agents


Jun 06, 2019
Alex Mott, Daniel Zoran, Mike Chrzanowski, Daan Wierstra, Danilo J. Rezende


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Multi-Object Representation Learning with Iterative Variational Inference


Mar 01, 2019
Klaus Greff, Raphaël Lopez Kaufmann, Rishab Kabra, Nick Watters, Chris Burgess, Daniel Zoran, Loic Matthey, Matthew Botvinick, Alexander Lerchner


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Pooling is neither necessary nor sufficient for appropriate deformation stability in CNNs


May 25, 2018
Avraham Ruderman, Neil C. Rabinowitz, Ari S. Morcos, Daniel Zoran

* NIPS 2018 submission 

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LaVAN: Localized and Visible Adversarial Noise


Mar 01, 2018
Danny Karmon, Daniel Zoran, Yoav Goldberg


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