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IReEn: Iterative Reverse-Engineering of Black-Box Functions via Neural Program Synthesis

Jun 18, 2020
Hossein Hajipour, Mateusz Malinowski, Mario Fritz

* 14 pages, 10 figures 

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Visual Grounding in Video for Unsupervised Word Translation

Mar 26, 2020
Gunnar A. Sigurdsson, Jean-Baptiste Alayrac, Aida Nematzadeh, Lucas Smaira, Mateusz Malinowski, Jo√£o Carreira, Phil Blunsom, Andrew Zisserman

* CVPR 2020 
* CVPR 2020 

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Sideways: Depth-Parallel Training of Video Models

Jan 17, 2020
Mateusz Malinowski, Grzegorz Swirszcz, Joao Carreira, Viorica Patraucean


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Learning dynamic polynomial proofs

Jun 04, 2019
Alhussein Fawzi, Mateusz Malinowski, Hamza Fawzi, Omar Fawzi


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The StreetLearn Environment and Dataset

Mar 04, 2019
Piotr Mirowski, Andras Banki-Horvath, Keith Anderson, Denis Teplyashin, Karl Moritz Hermann, Mateusz Malinowski, Matthew Koichi Grimes, Karen Simonyan, Koray Kavukcuoglu, Andrew Zisserman, Raia Hadsell

* 13 pages, 6 figures, 4 tables. arXiv admin note: text overlap with arXiv:1804.00168 

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Learning To Follow Directions in Street View

Mar 01, 2019
Karl Moritz Hermann, Mateusz Malinowski, Piotr Mirowski, Andras Banki-Horvath, Keith Anderson, Raia Hadsell


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Generating Diverse Programs with Instruction Conditioned Reinforced Adversarial Learning

Dec 03, 2018
Aishwarya Agrawal, Mateusz Malinowski, Felix Hill, Ali Eslami, Oriol Vinyals, Tejas Kulkarni


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Relational inductive biases, deep learning, and graph networks

Oct 17, 2018
Peter W. Battaglia, Jessica B. Hamrick, Victor Bapst, Alvaro Sanchez-Gonzalez, Vinicius Zambaldi, Mateusz Malinowski, Andrea Tacchetti, David Raposo, Adam Santoro, Ryan Faulkner, Caglar Gulcehre, Francis Song, Andrew Ballard, Justin Gilmer, George Dahl, Ashish Vaswani, Kelsey Allen, Charles Nash, Victoria Langston, Chris Dyer, Nicolas Heess, Daan Wierstra, Pushmeet Kohli, Matt Botvinick, Oriol Vinyals, Yujia Li, Razvan Pascanu


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Playing the Game of Universal Adversarial Perturbations

Sep 25, 2018
Julien Perolat, Mateusz Malinowski, Bilal Piot, Olivier Pietquin


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The Visual QA Devil in the Details: The Impact of Early Fusion and Batch Norm on CLEVR

Sep 11, 2018
Mateusz Malinowski, Carl Doersch

* Presented at ECCV'18 Workshop on Shortcomings in Vision and Language 

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Learning Visual Question Answering by Bootstrapping Hard Attention

Aug 01, 2018
Mateusz Malinowski, Carl Doersch, Adam Santoro, Peter Battaglia

* ECCV 2018 

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Hyperbolic Attention Networks

May 24, 2018
Caglar Gulcehre, Misha Denil, Mateusz Malinowski, Ali Razavi, Razvan Pascanu, Karl Moritz Hermann, Peter Battaglia, Victor Bapst, David Raposo, Adam Santoro, Nando de Freitas


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Learning to Navigate in Cities Without a Map

Apr 17, 2018
Piotr Mirowski, Matthew Koichi Grimes, Mateusz Malinowski, Karl Moritz Hermann, Keith Anderson, Denis Teplyashin, Karen Simonyan, Koray Kavukcuoglu, Andrew Zisserman, Raia Hadsell

* 13 pages, 13 figures 

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Long-Term Image Boundary Prediction

Nov 23, 2017
Apratim Bhattacharyya, Mateusz Malinowski, Bernt Schiele, Mario Fritz

* Accepted in the AAAI Conference for Artificial Intelligence, 2018 

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A simple neural network module for relational reasoning

Jun 05, 2017
Adam Santoro, David Raposo, David G. T. Barrett, Mateusz Malinowski, Razvan Pascanu, Peter Battaglia, Timothy Lillicrap


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Ask Your Neurons: A Deep Learning Approach to Visual Question Answering

Nov 24, 2016
Mateusz Malinowski, Marcus Rohrbach, Mario Fritz

* Improved version, it also has a final table from the VQA challenge, and more baselines on DAQUAR 

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Tutorial on Answering Questions about Images with Deep Learning

Oct 04, 2016
Mateusz Malinowski, Mario Fritz

* The tutorial was presented at '2nd Summer School on Integrating Vision and Language: Deep Learning' in Malta, 2016 

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Mean Box Pooling: A Rich Image Representation and Output Embedding for the Visual Madlibs Task

Aug 09, 2016
Ashkan Mokarian, Mateusz Malinowski, Mario Fritz

* Accepted to BMVC'16 

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Spatio-Temporal Image Boundary Extrapolation

May 24, 2016
Apratim Bhattacharyya, Mateusz Malinowski, Mario Fritz


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Multi-Cue Zero-Shot Learning with Strong Supervision

Mar 29, 2016
Zeynep Akata, Mateusz Malinowski, Mario Fritz, Bernt Schiele

* 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 

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Contextual Media Retrieval Using Natural Language Queries

Feb 16, 2016
Sreyasi Nag Chowdhury, Mateusz Malinowski, Andreas Bulling, Mario Fritz

* 8 pages, 9 figures, 1 table 

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Ask Your Neurons: A Neural-based Approach to Answering Questions about Images

Oct 01, 2015
Mateusz Malinowski, Marcus Rohrbach, Mario Fritz

* ICCV'15 (Oral) 

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Learnable Pooling Regions for Image Classification

May 05, 2015
Mateusz Malinowski, Mario Fritz


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Towards a Visual Turing Challenge

May 05, 2015
Mateusz Malinowski, Mario Fritz

* Published in the NIPS 2014 Workshop on Learning Semantics 

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A Pooling Approach to Modelling Spatial Relations for Image Retrieval and Annotation

May 05, 2015
Mateusz Malinowski, Mario Fritz


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A Multi-World Approach to Question Answering about Real-World Scenes based on Uncertain Input

May 05, 2015
Mateusz Malinowski, Mario Fritz

* Published in NIPS 2014 

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Hard to Cheat: A Turing Test based on Answering Questions about Images

Jan 15, 2015
Mateusz Malinowski, Mario Fritz

* Presented in AAAI-15 Workshop: Beyond the Turing Test 

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