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Matthew P. Stewart

5 papers hereh-index 8252 citations12 works total

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

author position
  • middle author2
  • last author1

Across the 3 of 5 papers where every author was matched, so the position is known.

fields
  • cs.LG3
  • cs.CY1
  • cs.RO1

identity via Semantic Scholar / OpenAlex

most citedIs TinyML Sustainable? Assessing the Environmental Impacts of Machine Learning on Microcontrollers

5 citations · 7 across the 3 of their papers we have counts for

collaborators
Showing cs.LGShow all

3 papers · 1 filter

cs.LG2023★ 2 cited

Datasheets for Machine Learning Sensors

Matthew Stewart, Yuke Zhang, Pete Warden +12

Machine learning (ML) is becoming prevalent in embedded AI sensing systems. These "ML sensors" enable context-sensitive, real-time data collection and decision-making across divers…

cs.LG2023★ 5 cited

Is TinyML Sustainable? Assessing the Environmental Impacts of Machine Learning on Microcontrollers

Shvetank Prakash, Matthew Stewart, Colby Banbury +4

The sustained growth of carbon emissions and global waste elicits significant sustainability concerns for our environment's future. The growing Internet of Things (IoT) has the pot…

cs.LG2021

Widening Access to Applied Machine Learning with TinyML

Vijay Janapa Reddi, Brian Plancher, Susan Kennedy +21

Broadening access to both computational and educational resources is critical to diffusing machine-learning (ML) innovation. However, today, most ML resources and experts are siloe…

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