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Mathew Hall

5 papers hereh-index 9444 citations11 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author1
  • middle author3

Across the 4 of 5 papers where every author was matched, so the position is known.

fields
  • cs.AR2
  • cs.LG2
  • cs.CR1

identity via Semantic Scholar / OpenAlex

activity
20202024
most citedMicroscaling Data Formats for Deep Learning

9 citations · 14 across the 5 of their papers we have counts for

collaborators
Showing 2020Show all

2 papers · 1 filter

cs.CR2020★ 2 cited

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

Andrew Boutros, Mathew Hall, Nicolas Papernot +1

Field-programmable gate arrays (FPGAs) are becoming widely used accelerators for a myriad of datacenter applications due to their flexibility and energy efficiency. Among these app…

cs.AR2020★ 3 cited

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

Mathew Hall, Vaughn Betz

We present both a novel Convolutional Neural Network (CNN) accelerator architecture and a network compiler for FPGAs that outperforms all prior work. Instead of having generic proc…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.