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TinyML: Tools, Applications, Challenges, and Future Research Directions

TinyML: Tools, Applications, Challenges, and Future Research Directions

23 March 2023
Rakhee Kallimani
K. Pai
Prasoon Raghuwanshi
S. Iyer
O. López
ArXivPDFHTML

Papers citing "TinyML: Tools, Applications, Challenges, and Future Research Directions"

6 / 6 papers shown
Title
Hardware/Software Co-Design of RISC-V Extensions for Accelerating Sparse DNNs on FPGAs
Hardware/Software Co-Design of RISC-V Extensions for Accelerating Sparse DNNs on FPGAs
Muhammad Sabih
Abrarul Karim
Jakob Wittmann
Frank Hannig
J. Teich
68
0
0
28 Apr 2025
TinyFormer: Efficient Transformer Design and Deployment on Tiny Devices
TinyFormer: Efficient Transformer Design and Deployment on Tiny Devices
Jianlei Yang
Jiacheng Liao
Fanding Lei
Meichen Liu
Junyi Chen
Lingkun Long
Han Wan
Bei Yu
Weisheng Zhao
MoE
29
2
0
03 Nov 2023
Large Language Models Empowered Autonomous Edge AI for Connected
  Intelligence
Large Language Models Empowered Autonomous Edge AI for Connected Intelligence
Yifei Shen
Jiawei Shao
Xinjie Zhang
Zehong Lin
Hao Pan
Dongsheng Li
Jun Zhang
Khaled B. Letaief
39
77
0
06 Jul 2023
A Distributed Deep Reinforcement Learning Technique for Application
  Placement in Edge and Fog Computing Environments
A Distributed Deep Reinforcement Learning Technique for Application Placement in Edge and Fog Computing Environments
M. Goudarzi
M. Palaniswami
Rajkumar Buyya
OffRL
19
84
0
24 Oct 2021
PhiNets: a scalable backbone for low-power AI at the edge
PhiNets: a scalable backbone for low-power AI at the edge
Francesco Paissan
Alberto Ancilotto
Elisabetta Farella
26
31
0
01 Oct 2021
Benchmarking TinyML Systems: Challenges and Direction
Benchmarking TinyML Systems: Challenges and Direction
Colby R. Banbury
Vijay Janapa Reddi
Max Lam
William Fu
A. Fazel
...
Jae-sun Seo
Jeff Sieracki
Urmish Thakker
Marian Verhelst
Poonam Yadav
96
226
0
10 Mar 2020
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