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Lagrangian Decomposition for Neural Network Verification

Feb 24, 2020
Rudy Bunel, Alessandro De Palma, Alban Desmaison, Krishnamurthy Dvijotham, Pushmeet Kohli, Philip H. S. Torr, M. Pawan Kumar


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PyTorch: An Imperative Style, High-Performance Deep Learning Library

Dec 03, 2019
Adam Paszke, Sam Gross, Francisco Massa, Adam Lerer, James Bradbury, Gregory Chanan, Trevor Killeen, Zeming Lin, Natalia Gimelshein, Luca Antiga, Alban Desmaison, Andreas Köpf, Edward Yang, Zach DeVito, Martin Raison, Alykhan Tejani, Sasank Chilamkurthy, Benoit Steiner, Lu Fang, Junjie Bai, Soumith Chintala

* 12 pages, 3 figures, NeurIPS 2019 

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Efficient Relaxations for Dense CRFs with Sparse Higher Order Potentials

Oct 26, 2018
Thomas Joy, Alban Desmaison, Thalaiyasingam Ajanthan, Rudy Bunel, Mathieu Salzmann, Pushmeet Kohli, Philip H. S. Torr, M. Pawan Kumar


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Learning Disentangled Representations with Semi-Supervised Deep Generative Models

Nov 13, 2017
N. Siddharth, Brooks Paige, Jan-Willem van de Meent, Alban Desmaison, Noah D. Goodman, Pushmeet Kohli, Frank Wood, Philip H. S. Torr

* Accepted for publication at NIPS 2017 

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Learning to superoptimize programs

Jun 28, 2017
Rudy Bunel, Alban Desmaison, M. Pawan Kumar, Philip H. S. Torr, Pushmeet Kohli

* Accepted to ICLR 2017 

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Efficient Linear Programming for Dense CRFs

Feb 14, 2017
Thalaiyasingam Ajanthan, Alban Desmaison, Rudy Bunel, Mathieu Salzmann, Philip H. S. Torr, M. Pawan Kumar

* 24 pages, 10 figures and 4 tables 

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Learning to superoptimize programs - Workshop Version

Dec 04, 2016
Rudy Bunel, Alban Desmaison, M. Pawan Kumar, Philip H. S. Torr, Pushmeet Kohli

* Workshop version for the NIPS NAMPI Workshop. Extended version at arXiv:1611.01787 

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Playing Doom with SLAM-Augmented Deep Reinforcement Learning

Dec 01, 2016
Shehroze Bhatti, Alban Desmaison, Ondrej Miksik, Nantas Nardelli, N. Siddharth, Philip H. S. Torr


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Inducing Interpretable Representations with Variational Autoencoders

Nov 22, 2016
N. Siddharth, Brooks Paige, Alban Desmaison, Jan-Willem Van de Meent, Frank Wood, Noah D. Goodman, Pushmeet Kohli, Philip H. S. Torr

* Presented at NIPS 2016 Workshop on Interpretable Machine Learning in Complex Systems 

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Efficient Continuous Relaxations for Dense CRF

Aug 22, 2016
Alban Desmaison, Rudy Bunel, Pushmeet Kohli, Philip H. S. Torr, M. Pawan Kumar


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Adaptive Neural Compilation

May 26, 2016
Rudy Bunel, Alban Desmaison, Pushmeet Kohli, Philip H. S. Torr, M. Pawan Kumar

* Submitted to NIPS 2016, code and supplementary materials will be available on author's page 

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