- Kaustubh D. Dhole, Varun Gangal, Sebastian Gehrmann, Aadesh Gupta, Zhenhao Li, Saad Mahamood, Abinaya Mahendiran, Simon Mille, Ashish Srivastava, Samson Tan, Tongshuang Wu, Jascha Sohl-Dickstein, Jinho D. Choi, Eduard H. Hovy, Ondrej Dusek, Sebastian Ruder, Sajant Anand, Nagender Aneja, Rabin Banjade, Lisa Barthe, Hanna Behnke, Ian Berlot-Attwell, Connor Boyle, Caroline Brun, Marco Antonio Sobrevilla Cabezudo, Samuel Cahyawijaya, Emile Chapuis, Wanxiang Che, Mukund Choudhary, Christian Clauss, Pierre Colombo, Filip Cornell, Gautier Dagan, Mayukh Das, Tanay Dixit, Thomas Dopierre, Paul-Alexis Dray, Suchitra Dubey, Tatiana Ekeinhor, Marco Di Giovanni, Tanya Goyal, Rishabh Gupta, Louanes Hamla, Sang Han, Fabrice Harel-Canada, Antoine Honore, Ishan Jindal, Przemyslaw K. Joniak, Denis Kleyko, Venelin Kovatchev, Kalpesh Krishna, Ashutosh Kumar, Stefan Langer, Seungjae Ryan Lee, Corey James Levinson, Hualou Liang, Kaizhao Liang, Zhexiong Liu, Andrey Lukyanenko, Vukosi Marivate, Gerard de Melo, Simon Meoni, Maxime Meyer, Afnan Mir, Nafise Sadat Moosavi, Niklas Muennighoff, Timothy Sum Hon Mun, Kenton Murray, Marcin Namysl, Maria Obedkova, Priti Oli, Nivranshu Pasricha, Jan Pfister, Richard Plant, Vinay Prabhu, Vasile Pais, Libo Qin, Shahab Raji, Pawan Kumar Rajpoot, Vikas Raunak, Roy Rinberg, Nicholas Roberts, Juan Diego Rodriguez, Claude Roux, Paulo Henrique Santos Vasconcellos, Ananya B. Sai, Robin M. Schmidt, Thomas Scialom, Tshephisho Sefara, Saqib Shamsi, Xudong Shen, Yiwen Shi, Haoyue Shi, Anna Shvets, Nick Siegel, Damien Sileo, Jamie Simon, Chandan Singh, Roman Sitelew, Priyank Soni, Taylor Sorensen, William Soto, Aman Srivastava, K. V. Aditya Srivatsa, Tony Sun, Mukund Varma T., A. Tabassum, Fiona Anting Tan, Ryan Teehan, Mo Tiwari, Marie Tolkiehn, Athena Wang, Zijian Wang, Zijie J. Wang, Gloria Wang, Fuxuan Wei, Bryan Wilie, Genta Indra Winata, Xinyi Wu, Witold Wydmanski, Tianbao Xie, Usama Yaseen, Michael A. Yee, Jing Zhang, Yue Zhang:
NL-Augmenter: A Framework for Task-Sensitive Natural Language Augmentation. CoRR abs/2112.02721 (2021) - 2020
- Michal Byra, Piotr Jarosik
, Aleksandra Szubert, Michael Y. Galperin, Haydee Ojeda-Fournier
, Linda K. Olson, Mary O'Boyle, Christopher Comstock, Michael P. André:
Breast mass segmentation in ultrasound with selective kernel U-Net convolutional neural network. Biomed. Signal Process. Control. 61: 102027 (2020) - Patrick O'Boyle, Michael Galloway, Austin White:
Parking Solution for WKU: Car Counting with OpenCV. ACM Southeast Regional Conference 2020: 227-232 - Subhankar Pal
, Siying Feng, Dong-Hyeon Park, Sung Kim, Aporva Amarnath, Chi-Sheng Yang
, Xin He, Jonathan Beaumont, Kyle May, Yan Xiong, Kuba Kaszyk
, John Magnus Morton, Jiawen Sun, Michael F. P. O'Boyle, Murray Cole, Chaitali Chakrabarti, David T. Blaauw, Hun-Seok Kim, Trevor N. Mudge, Ronald G. Dreslinski:
Transmuter: Bridging the Efficiency Gap using Memory and Dataflow Reconfiguration. PACT 2020: 175-190 - Perry Gibson
, José Cano
, Jack Turner, Elliot J. Crowley, Michael F. P. O'Boyle, Amos J. Storkey:
Optimizing Grouped Convolutions on Edge Devices. ASAP 2020: 189-196 - Philip Ginsbach, Bruce Collie
, Michael F. P. O'Boyle:
Automatically harnessing sparse acceleration. CC 2020: 179-190 - John Magnus Morton
, Kuba Kaszyk, Lu Li, Jiawen Sun, Christophe Dubach, Michel Steuwer, Murray Cole, Michael F. P. O'Boyle
:
DelayRepay: delayed execution for kernel fusion in Python. DLS 2020: 43-56 - Bruce Collie
, Jackson Woodruff, Michael F. P. O'Boyle
:
Modeling black-box components with probabilistic synthesis. GPCE 2020: 1-14 - Jack Turner, Elliot J. Crowley, Michael F. P. O'Boyle, Amos J. Storkey, Gavin Gray:
BlockSwap: Fisher-guided Block Substitution for Network Compression on a Budget. ICLR 2020 - Subhankar Pal
, Kuba Kaszyk, Siying Feng, Björn Franke, Murray Cole, Michael F. P. O'Boyle, Trevor N. Mudge, Ronald G. Dreslinski:
HETSIM: Simulating Large-Scale Heterogeneous Systems using a Trace-driven, Synchronization and Dependency-Aware Framework. IISWC 2020: 13-24 - Bruce Collie
, Philip Ginsbach, Jackson Woodruff, Ajitha Rajan, Michael F. P. O'Boyle:
M3: Semantic API Migrations. ASE 2020: 90-102 - Massimiliano Patacchiola, Jack Turner, Elliot J. Crowley, Michael F. P. O'Boyle, Amos J. Storkey:
Bayesian Meta-Learning for the Few-Shot Setting via Deep Kernels. NeurIPS 2020 - Naums Mogers, Valentin Radu
, Lu Li, Jack Turner, Michael F. P. O'Boyle, Christophe Dubach:
Automatic generation of specialized direct convolutions for mobile GPUs. GPGPU@PPoPP 2020: 41-50 - Yuan Wen, Andrew Anderson, Valentin Radu
, Michael F. P. O'Boyle, David Gregg:
TASO: Time and Space Optimization for Memory-Constrained DNN Inference. SBAC-PAD 2020: 199-208 - Philip Ginsbach, Bruce Collie, Michael F. P. O'Boyle:
Automatically Harnessing Sparse Acceleration. CoRR abs/2001.07938 (2020) - Valentin Radu, Kuba Kaszyk
, Yuan Wen, Jack Turner, José Cano, Elliot J. Crowley, Björn Franke, Amos J. Storkey, Michael F. P. O'Boyle:
Performance Aware Convolutional Neural Network Channel Pruning for Embedded GPUs. CoRR abs/2002.08697 (2020) - Yuan Wen, Andrew Anderson, Valentin Radu, Michael F. P. O'Boyle, David Gregg:
TASO: Time and Space Optimization for Memory-Constrained DNN Inference. CoRR abs/2005.10709 (2020) - Bruce Collie, Michael F. P. O'Boyle:
Retrofitting Symbolic Holes to LLVM IR. CoRR abs/2006.05875 (2020) - Perry Gibson, José Cano, Jack Turner, Elliot J. Crowley, Michael F. P. O'Boyle, Amos J. Storkey:
Optimizing Grouped Convolutions on Edge Devices. CoRR abs/2006.09791 (2020) - Bruce Collie, Philip Ginsbach, Jackson Woodruff, Ajitha Rajan, Michael F. P. O'Boyle:
M3: Semantic API Migrations. CoRR abs/2008.12118 (2020) - Bruce Collie, Jackson Woodruff, Michael F. P. O'Boyle:
Modeling Black-Box Components with Probabilistic Synthesis. CoRR abs/2010.04811 (2020) - Chris Cummins, Hugh Leather, Zacharias V. Fisches, Tal Ben-Nun, Torsten Hoefler, Michael F. P. O'Boyle:
Deep Data Flow Analysis. CoRR abs/2012.01470 (2020) - 2019
- Bruce Collie
, Philip Ginsbach, Michael F. P. O'Boyle:
Type-Directed Program Synthesis and Constraint Generation for Library Portability. PACT 2019: 55-67 - Lewis Crawford, Michael F. P. O'Boyle:
Specialization Opportunities in Graphical Workloads. PACT 2019: 272-283 - Yuan Wen, Andrew Anderson, Valentin Radu
, Michael F. P. O'Boyle, David Gregg:
POSTER: Space and Time Optimal DNN Primitive Selection with Integer Linear Programming. PACT 2019: 489-490 - Mihai Bujanca
, Paul Gafton, Sajad Saeedi, Andy Nisbet, Bruno Bodin
, Michael F. P. O'Boyle, Andrew J. Davison, Paul H. J. Kelly, Graham D. Riley, Barry Lennox, Mikel Luján, Steve B. Furber:
SLAMBench 3.0: Systematic Automated Reproducible Evaluation of SLAM Systems for Robot Vision Challenges and Scene Understanding. ICRA 2019: 6351-6358 - Valentin Radu
, Kuba Kaszyk
, Yuan Wen, Jack Turner, José Cano
, Elliot J. Crowley, Björn Franke
, Amos J. Storkey, Michael F. P. O'Boyle:
Performance Aware Convolutional Neural Network Channel Pruning for Embedded GPUs. IISWC 2019: 24-34 - Kuba Kaszyk
, Harry Wagstaff, Tom Spink
, Björn Franke
, Michael F. P. O'Boyle, Bruno Bodin
, Henrik Uhrenholt:
Full-System Simulation of Mobile CPU/GPU Platforms. ISPASS 2019: 68-78 - Jack Turner, Elliot J. Crowley, Gavin Gray, Amos J. Storkey, Michael F. P. O'Boyle:
BlockSwap: Fisher-guided Block Substitution for Network Compression. CoRR abs/1906.04113 (2019) - Bruce Collie
, Michael F. P. O'Boyle:
Augmenting Type Signatures for Program Synthesis. CoRR abs/1907.05649 (2019)