Tiny Machine Learning

Tiny Machine Learning is a machine learning paradigm that enables the deployment of optimized models capable of performing inference and training directly on resource-constrained microcontroller-based edge devices within Internet of Things embedded systems, distinguished by extreme efficiency in memory, power, and computational requirements.

228

Publications

10.8K

Citations

723

Authors

254

Institutions

Publications per year

2017–2026

227

Variants

Tinyml

Parents

Edge Artificial IntelligenceEdge DevicesIot Embedded Systems

Publications

228

A continual learning survey: Defying forgetting in classification tasks

Matthias Delange, Rahaf Aljundi, Marc Masana et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2021 · 1.6K citations · Full text

Computing, Computer Science, Computer Vision +15

A Comprehensive Survey on TinyML

Youssef Abadade, Anas Temouden, Hatim Bamoumen et al. · IEEE Access · 2023 · 289 citations · Full text

Computing, Computer Science, Artificial Intelligence +11

TinyML-Enabled Frugal Smart Objects: Challenges and Opportunities

Ramón Sanchez‐Iborra, Antonio Skármeta · IEEE Circuits and Systems Magazine · 2020 · 284 citations

Computing, Computer Science, Computer Systems +11

MCUNet: Tiny Deep Learning on IoT Devices

Ji Lin, Wei-Ming Chen, Yujun Lin et al. · arXiv (Cornell University) · 2020 · 257 citations · Full text

Engineering, Computer Engineering, Computer Science +17

Benchmarking TinyML Systems: Challenges and Direction

Colby Banbury, Vijay Janapa Reddi, Max W. Y. Lam et al. · arXiv (Cornell University) · 2020 · 198 citations · Full text

Engineering, Computer Engineering, Computer Science +8

1–5 of 228

Authors

723

VJ
Vijay Janapa Reddi
Harvard University Press, United States
8 publications · 737 citations
8
h-index
CG
Chuang Gan
IBM (United States), United States
7 publications · 441 citations
7
h-index
CB
Colby Banbury
Harvard University Press, United States
7 publications · 570 citations
7
h-index
SH
Song Han
Massachusetts Institute of Technology, United States
7 publications · 521 citations
7
h-index
BS
Bharath Sudharsan
Ollscoil na Gaillimhe – University of Galway, Ireland
6 publications · 209 citations
6
h-index

1–5 of 723

Institutions

254

1–8 of 254

Venues

arXiv (Cornell University)
Repository · 29 publications · 1.9K citations
19
h-index
IEEE Internet of Things Journal
7 publications · 227 citations
12
h-index
Sensors
10 publications · 484 citations
12
h-index
IEEE Access
8 publications · 623 citations
10
h-index
2022 IEEE 4th International Conference on Artificial Intelligence Circuits and Systems (AICAS)
Conference · 4 publications · 107 citations
5
h-index

1–5