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Nat Jeffries

6 papers hereh-index 41.1k citations9 works total

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

author position
  • first author2
  • middle author3

Across the 5 of 6 papers where every author was matched, so the position is known.

fields
  • cs.LG4
  • cs.CV1
  • cs.SD1

identity via Semantic Scholar / OpenAlex

activity
20202026
most citedTensorFlow Lite Micro: Embedded Machine Learning on TinyML Systems

166 citations · 174 across the 6 of their papers we have counts for

collaborators
Showing cs.LGShow all

4 papers · 1 filter

cs.LG2026

MetaboNet-Bench: A Multi-modal Benchmark for Glucose Forecasting in Type 1 Diabetes

Nathaniel Jeffries, Miriam Wolff, Sam Royston +5

Glucose forecasting algorithms are an important aspect of glycemic control management in type 1 diabetes. So far, the research community has developed numerous algorithms and model…

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.LG2021★ 2 cited

MLPerf Tiny Benchmark

Colby Banbury, Vijay Janapa Reddi, Peter Torelli +19

Advancements in ultra-low-power tiny machine learning (TinyML) systems promise to unlock an entirely new class of smart applications. However, continued progress is limited by the…

cs.LG2020★ 166 cited

TensorFlow Lite Micro: Embedded Machine Learning on TinyML Systems

Robert David, Jared Duke, Advait Jain +10

Deep learning inference on embedded devices is a burgeoning field with myriad applications because tiny embedded devices are omnipresent. But we must overcome major challenges befo…

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