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LLM4ETS: Self-Evolving Algorithm Design for Edge Task Scheduling via Large Language Models

delete2026-09-29
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PRE
AI
Y
Yuqi Zhao
S
Shendong Gao
Y
Yatong Wang
Y
Yutao Ma *
李
李冰 (Bing Li)
J
Jian Wang
B
Boris Sedlak
P
Praveen Kumar Donta
S
Schahram Dustdar
DOI:10.1002/spe.70110delete
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Abstract

Abstract

En 中文
With the rapid proliferation of 5G and the Internet of Things, ensuring low latency in edge computing has become crucial for real-time processing applications. However, existing task scheduling approaches often struggle to balance multiple optimization objectives effectively due to manual parameter tuning and slow convergence to optimal performance.
Keywords:
edge computing
evolutionary computing
large language models
self-evolving
task scheduling

Journal

S
SOFTWARE-PRACTICE & EXPERIENCE
IF:
2.7
Papers:
46
Citations:
0

Organization

C
central china normal university
Scholars:
359
Papers: 120
Citations: 0
S
Stockholm University
Scholars:
218
Papers: 114
Citations: 0
W
wuhan university
Scholars:
2.3K
Papers: 686
Citations: 0
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Cited Papers

Cited Papers

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Joint Resource Overbooking and Container Scheduling in Edge Computing
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Mathematical discoveries from program search with large language models
err2023-12-14
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errOAAI
errBernardino Romera-Paredes; Mohammadamin Barekatain; Alexander Novikov; Matej Balog; M. Pawan Kumar; Emilien Dupont; Francisco J. R. Ruiz; Jordan S. Ellenberg; Pengming Wang; Omar Fawzi; Pushmeet Kohli; Alhussein Fawzi
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Hyper-heuristics for personnel scheduling domains
err2024-09-01
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errOAAI
errKletzander, Lucas; Musliu, Nysret
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ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution
err2024-01-01
err0
PREAI
errBerto,Federico; Cao,Zhiguang; Hua,Chuanbo; Kim,Haeyeon; Park,Jinkyoo; Song,Guojie; Wang,Jiarui; Ye,Haoran
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