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Neural Architecture Search as Program Transformation Exploration


Feb 12, 2021
Jack Turner, Elliot J. Crowley, Michael O'Boyle


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Deep Data Flow Analysis


Nov 21, 2020
Chris Cummins, Hugh Leather, Zacharias Fisches, Tal Ben-Nun, Torsten Hoefler, Michael O'Boyle

* 9 pages, plus appendices. arXiv admin note: text overlap with arXiv:2003.10536 

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Optimizing Grouped Convolutions on Edge Devices


Jun 17, 2020
Perry Gibson, José Cano, Jack Turner, Elliot J. Crowley, Michael O'Boyle, Amos Storkey

* Camera ready version to be published at ASAP 2020 - The 31st IEEE International Conference on Application-specific Systems, Architectures and Processors. 8 pages, 6 figures 

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Performance Aware Convolutional Neural Network Channel Pruning for Embedded GPUs


Feb 20, 2020
Valentin Radu, Kuba Kaszyk, Yuan Wen, Jack Turner, Jose Cano, Elliot J. Crowley, Bjorn Franke, Amos Storkey, Michael O'Boyle

* A copy of this was published in IISWC'19 

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BlockSwap: Fisher-guided Block Substitution for Network Compression


Jun 10, 2019
Jack Turner, Elliot J. Crowley, Gavin Gray, Amos Storkey, Michael O'Boyle


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HAKD: Hardware Aware Knowledge Distillation


Oct 24, 2018
Jack Turner, Elliot J. Crowley, Valentin Radu, José Cano, Amos Storkey, Michael O'Boyle


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Pruning neural networks: is it time to nip it in the bud?


Oct 10, 2018
Elliot J. Crowley, Jack Turner, Amos Storkey, Michael O'Boyle

* Extended Abstract 

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Characterising Across-Stack Optimisations for Deep Convolutional Neural Networks


Sep 19, 2018
Jack Turner, José Cano, Valentin Radu, Elliot J. Crowley, Michael O'Boyle, Amos Storkey

* IISWC 2018 

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SLAMBench2: Multi-Objective Head-to-Head Benchmarking for Visual SLAM


Aug 21, 2018
Bruno Bodin, Harry Wagstaff, Sajad Saeedi, Luigi Nardi, Emanuele Vespa, John H Mayer, Andy Nisbet, Mikel Luján, Steve Furber, Andrew J Davison, Paul H. J. Kelly, Michael O'Boyle

* 2018 IEEE International Conference on Robotics and Automation (ICRA'18) 

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Machine Learning in Compiler Optimisation


May 09, 2018
Zheng Wang, Michael O'Boyle

* Accepted to be published at Proceedings of the IEEE 

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