EdgeProfiler: A Fast Profiling Framework for Lightweight LLMs on Edge Using Analytical Model

Alyssa Pinnock; Shakya Jayakody; Kawsher A. Roxy; Md Rubel Ahmed

doi:10.1109/ICMLA66185.2025.00119

EdgeProfiler: A Fast Profiling Framework for Lightweight LLMs on Edge Using Analytical Model

Alyssa Pinnock
, Shakya Jayakody
, Kawsher A. Roxy
, Md Rubel Ahmed

Computer Science

University of Central Florida
Mailstop SC12-205

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Original language	English
Title of host publication	Proceedings - 2025 24th International Conference on Machine Learning and Applications, ICMLA 2025
Editors	M. Arif Wani, Taghi M. Khoshgoftaar, Huanjing Wang, Kehan Gao, Safak Kayikci
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	814-819
Number of pages	6
ISBN (Electronic)	9798331559809
DOIs	https://doi.org/10.1109/ICMLA66185.2025.00119
State	Published - 2025
Event	24th International Conference on Machine Learning and Applications, ICMLA 2025 - Boca Raton, United States Duration: Dec 3 2025 → Dec 5 2025

Publication series

Series	Proceedings - 2025 24th International Conference on Machine Learning and Applications, ICMLA 2025

Conference

Conference	24th International Conference on Machine Learning and Applications, ICMLA 2025
Country/Territory	United States
City	Boca Raton
Period	12/3/25 → 12/5/25

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

SDG 7 Affordable and Clean Energy

ASJC Scopus Subject Areas

Artificial Intelligence
Computer Science Applications
Computer Vision and Pattern Recognition
Modeling and Simulation

Keywords

Edge Computing
Large Language Models
LLM
Low-Power Devices
Microcontrollers
Quantization
TinyML

Access to Document

10.1109/ICMLA66185.2025.00119

Cite this

Pinnock, A., Jayakody, S., Roxy, K. A., & Ahmed, M. R. (2025). EdgeProfiler: A Fast Profiling Framework for Lightweight LLMs on Edge Using Analytical Model. In M. A. Wani, T. M. Khoshgoftaar, H. Wang, K. Gao, & S. Kayikci (Eds.), Proceedings - 2025 24th International Conference on Machine Learning and Applications, ICMLA 2025 (pp. 814-819). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ICMLA66185.2025.00119

EdgeProfiler: A Fast Profiling Framework for Lightweight LLMs on Edge Using Analytical Model. / Pinnock, Alyssa; Jayakody, Shakya; Roxy, Kawsher A. et al.
Proceedings - 2025 24th International Conference on Machine Learning and Applications, ICMLA 2025. ed. / M. Arif Wani; Taghi M. Khoshgoftaar; Huanjing Wang; Kehan Gao; Safak Kayikci. Institute of Electrical and Electronics Engineers Inc., 2025. p. 814-819 (Proceedings - 2025 24th International Conference on Machine Learning and Applications, ICMLA 2025).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Pinnock, A, Jayakody, S, Roxy, KA & Ahmed, MR 2025, EdgeProfiler: A Fast Profiling Framework for Lightweight LLMs on Edge Using Analytical Model. in MA Wani, TM Khoshgoftaar, H Wang, K Gao & S Kayikci (eds), Proceedings - 2025 24th International Conference on Machine Learning and Applications, ICMLA 2025. Institute of Electrical and Electronics Engineers Inc., Proceedings - 2025 24th International Conference on Machine Learning and Applications, ICMLA 2025, pp. 814-819, 24th International Conference on Machine Learning and Applications, ICMLA 2025, Boca Raton, United States, 12/3/25. https://doi.org/10.1109/ICMLA66185.2025.00119

Pinnock A, Jayakody S, Roxy KA, Ahmed MR. EdgeProfiler: A Fast Profiling Framework for Lightweight LLMs on Edge Using Analytical Model. In Wani MA, Khoshgoftaar TM, Wang H, Gao K, Kayikci S, editors, Proceedings - 2025 24th International Conference on Machine Learning and Applications, ICMLA 2025. Institute of Electrical and Electronics Engineers Inc. 2025. p. 814-819. (Proceedings - 2025 24th International Conference on Machine Learning and Applications, ICMLA 2025). doi: 10.1109/ICMLA66185.2025.00119

Pinnock, Alyssa ; Jayakody, Shakya ; Roxy, Kawsher A. et al. / EdgeProfiler : A Fast Profiling Framework for Lightweight LLMs on Edge Using Analytical Model. Proceedings - 2025 24th International Conference on Machine Learning and Applications, ICMLA 2025. editor / M. Arif Wani ; Taghi M. Khoshgoftaar ; Huanjing Wang ; Kehan Gao ; Safak Kayikci. Institute of Electrical and Electronics Engineers Inc., 2025. pp. 814-819 (Proceedings - 2025 24th International Conference on Machine Learning and Applications, ICMLA 2025).

@inproceedings{8eb1c4357506457bab627c7731714b79,

title = "EdgeProfiler: A Fast Profiling Framework for Lightweight LLMs on Edge Using Analytical Model",

keywords = "Edge Computing, Large Language Models, LLM, Low-Power Devices, Microcontrollers, Quantization, TinyML",

author = "Alyssa Pinnock and Shakya Jayakody and Roxy, \{Kawsher A.\} and Ahmed, \{Md Rubel\}",

note = "Publisher Copyright: {\textcopyright} 2025 IEEE.; 24th International Conference on Machine Learning and Applications, ICMLA 2025 ; Conference date: 03-12-2025 Through 05-12-2025",

year = "2025",

doi = "10.1109/ICMLA66185.2025.00119",

language = "English",

series = "Proceedings - 2025 24th International Conference on Machine Learning and Applications, ICMLA 2025",

pages = "814--819",

editor = "Wani, \{M. Arif\} and Khoshgoftaar, \{Taghi M.\} and Huanjing Wang and Kehan Gao and Safak Kayikci",

booktitle = "Proceedings - 2025 24th International Conference on Machine Learning and Applications, ICMLA 2025",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

}

TY - GEN

T1 - EdgeProfiler

T2 - 24th International Conference on Machine Learning and Applications, ICMLA 2025

AU - Pinnock, Alyssa

AU - Jayakody, Shakya

AU - Roxy, Kawsher A.

AU - Ahmed, Md Rubel

PY - 2025

Y1 - 2025

KW - Edge Computing

KW - Large Language Models

KW - LLM

KW - Low-Power Devices

KW - Microcontrollers

KW - Quantization

KW - TinyML

UR - https://www.scopus.com/pages/publications/105036959243

UR - https://www.scopus.com/pages/publications/105036959243#tab=citedBy

U2 - 10.1109/ICMLA66185.2025.00119

DO - 10.1109/ICMLA66185.2025.00119

M3 - Conference contribution

AN - SCOPUS:105036959243

T3 - Proceedings - 2025 24th International Conference on Machine Learning and Applications, ICMLA 2025

SP - 814

EP - 819

BT - Proceedings - 2025 24th International Conference on Machine Learning and Applications, ICMLA 2025

A2 - Wani, M. Arif

A2 - Khoshgoftaar, Taghi M.

A2 - Wang, Huanjing

A2 - Gao, Kehan

A2 - Kayikci, Safak

PB - Institute of Electrical and Electronics Engineers Inc.

Y2 - 3 December 2025 through 5 December 2025

ER -

EdgeProfiler: A Fast Profiling Framework for Lightweight LLMs on Edge Using Analytical Model

Publication series

Conference

UN SDGs

ASJC Scopus Subject Areas

Keywords

Access to Document

Other files and links

Fingerprint

Cite this