logo
CanyamAI summaries for academic research
language
MobileMobile
  • Phone FeatureWeChat Mini Program
EnglishEnglish
noticeNotice
BlogBlog
delete
arrow
Return

SysLLMatic: Large language models are software system optimizers

delete2026-05-09
delete0
PRE
AI
H
Huiyun Peng *
A
Arjun Gupte
R
Ryan Hasler
N
Nicholas John Eliopoulos
C
Chien-Chou Ho
R
Rishi Mantri
L
Leo Deng
K
Konstantin Läufer
G
George K. Thiruvathukal
J
James C. Davis
DOI：10.1016/j.jss.2026.112929delete
deleteOriginal
deleteOriginal request for help
deleteShare
deleteSave
Abstract

Abstract

En 中文
• Large language models can automatically optimize large-scale software systems. • A catalog of 43 performance optimization patterns targeting multiple metrics. • Profiling-guided analysis improves automated code optimization. • Strong correctness and performance validation enable reliable automated optimization.
Keywords:
Large language models
Software system optimization
Performance optimization patterns
Profiling-guided analysis
Correctness validation

Journal

Journal of Systems and Software cover
Journal of Systems and Software
IF:
4.1
Papers:
5.4K
Citations:
8.4K

Organization

L
loyola university chicago
Scholars:
1.2K
Papers: 497
Citations: 0
P
Purdue University
Scholars:
2.7W
Papers: 2.1W
Citations: 147
Cited Papers

Cited Papers

No cited papers available