Mathew Hall

According to our database, Mathew Hall authored at least 21 papers between 2010 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

High Throughput FPGA-Based Object Detection via Algorithm-Hardware Co-Design.

Anupreetham Anupreetham, Mohamed Ibrahim, Mathew Hall, Andrew Boutros, Ajay Kuzhively, Abinash Mohanty, Eriko Nurvitadhi, Vaughn Betz, Yu Cao, Jae-Sun Seo

ACM Trans. Reconfigurable Technol. Syst., March, 2024

2023

Microscaling Data Formats for Deep Learning.

Bita Darvish Rouhani, Ritchie Zhao, Ankit More, Mathew Hall, Alireza Khodamoradi, Summer Deng, Dhruv Choudhary, Marius Cornea, Eric Dellinger, Kristof Denolf, Dusan Stosic, Venmugil Elango, Maximilian Golub, Alexander Heinecke, Phil James-Roxby, Dharmesh Jani, Gaurav Kolhe, Martin Langhammer, Ada Li, Levi Melnick, Maral Mesmakhosroshahi, Andres Rodriguez, Michael Schulte, Rasoul Shafipour, Lei Shao, Michael Y. Siu, Pradeep Dubey, Paulius Micikevicius, Maxim Naumov, Colin Verilli, Ralph Wittig, Doug Burger, Eric S. Chung

CoRR, 2023

Shared Microexponents: A Little Shifting Goes a Long Way.

Bita Rouhani, Ritchie Zhao, Venmugil Elango, Rasoul Shafipour, Mathew Hall, Maral Mesmakhosroshahi, Ankit More, Levi Melnick, Maximilian Golub, Girish Varatkar, Lei Shao, Gaurav Kolhe, Dimitry Melts, Jasmine Klar, Renee L'Heureux, Matt Perry, Doug Burger, Eric S. Chung, Zhaoxia Deng, Sam Naghshineh, Jongsoo Park, Maxim Naumov

CoRR, 2023

With Shared Microexponents, A Little Shifting Goes a Long Way.

Bita Darvish Rouhani, Ritchie Zhao, Venmugil Elango, Rasoul Shafipour, Mathew Hall, Maral Mesmakhosroshahi, Ankit More, Levi Melnick, Maximilian Golub, Girish Varatkar, Lai Shao, Gaurav Kolhe, Dimitry Melts, Jasmine Klar, Renee L'Heureux, Matt Perry, Doug Burger, Eric S. Chung, Zhaoxia (Summer) Deng, Sam Naghshineh, Jongsoo Park, Maxim Naumov

Proceedings of the 50th Annual International Symposium on Computer Architecture, 2023

Extending Data Flow Architectures for Convolutional Neural Networks to Multiple FPGAs.

Mohamed Ibrahim, Zhipeng Zhao, Mathew Hall, Vaughn Betz

Proceedings of the International Conference on Field Programmable Technology, 2023

2022

HPIPE NX: Boosting CNN Inference Acceleration Performance with AI-Optimized FPGAs.

Marius Stan, Mathew Hall, Mohamed Ibrahim, Vaughn Betz

Proceedings of the International Conference on Field-Programmable Technology, 2022

2021

End-to-End FPGA-based Object Detection Using Pipelined CNN and Non-Maximum Suppression.

Anupreetham Anupreetham, Mohamed Ibrahim, Mathew Hall, Andrew Boutros, Ajay Kuzhively, Abinash Mohanty, Eriko Nurvitadhi, Vaughn Betz, Yu Cao, Jae-sun Seo

Proceedings of the 31st International Conference on Field-Programmable Logic and Applications, 2021

2020

From TensorFlow Graphs to LUTs and Wires: Automated Sparse and Physically Aware CNN Hardware Generation.

Mathew Hall, Vaughn Betz

Proceedings of the International Conference on Field-Programmable Technology, 2020

Neighbors From Hell: Voltage Attacks Against Deep Learning Accelerators on Multi-Tenant FPGAs.

Andrew Boutros, Mathew Hall, Nicolas Papernot, Vaughn Betz

Proceedings of the International Conference on Field-Programmable Technology, 2020

HPIPE: Heterogeneous Layer-Pipelined and Sparse-Aware CNN Inference for FPGAs.

Mathew Hall, Vaughn Betz

Proceedings of the FPGA '20: The 2020 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays, 2020

2018

Effectively Incorporating Expert Knowledge in Automated Software Remodularisation.

Mathew Hall, Neil Walkinshaw, Phil McMinn

IEEE Trans. Software Eng., 2018

2016

Inferring Computational State Machine Models from Program Executions.

Neil Walkinshaw, Mathew Hall

Proceedings of the 2016 IEEE International Conference on Software Maintenance and Evolution, 2016

Data and Analysis Code for GP EFSM Inference.

Mathew Hall, Neil Walkinshaw

Proceedings of the 2016 IEEE International Conference on Software Maintenance and Evolution, 2016

2014

Establishing the Source Code Disruption Caused by Automated Remodularisation Tools.

Mathew Hall, Muhammad Ali Khojaye, Neil Walkinshaw, Phil McMinn

Proceedings of the 30th IEEE International Conference on Software Maintenance and Evolution, Victoria, BC, Canada, September 29, 2014

Automating the Design of Processor/Accelerator Embedded Systems with LegUp High-Level Synthesis.

Blair Fort, Andrew Canis, Jongsok Choi, Nazanin Calagar, Ruolong Lian, Stefan Hadjis, Yu Ting Chen, Mathew Hall, Bain Syrowik, Tomasz S. Czajkowski, Stephen Dean Brown, Jason Helge Anderson

Proceedings of the 12th IEEE International Conference on Embedded and Ubiquitous Computing, 2014

2013

Improving software remodularisation.

Mathew Hall

PhD thesis, 2013

2012

Using Behaviour Inference to Optimise Regression Test Sets.

Ramsay Taylor, Mathew Hall, Kirill Bogdanov, John Derrick

Proceedings of the Testing Software and Systems, 2012

Supervised software modularisation.

Mathew Hall, Neil Walkinshaw, Phil McMinn

Proceedings of the 28th IEEE International Conference on Software Maintenance, 2012

2011

Complexity Metrics for Hierarchical State Machines.

Mathew Hall

Proceedings of the Search Based Software Engineering - Third International Symposium, 2011

Search based hierarchy generation for reverse engineered state machines.

Mathew Hall

Proceedings of the SIGSOFT/FSE'11 19th ACM SIGSOFT Symposium on the Foundations of Software Engineering (FSE-19) and ESEC'11: 13th European Software Engineering Conference (ESEC-13), 2011

2010

Superstate identification for state machines using search-based clustering.

Mathew Hall, Phil McMinn, Neil Walkinshaw

Proceedings of the Genetic and Evolutionary Computation Conference, 2010