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Large language models for software engineering: Survey and open problems
This paper provides a survey of the emerging area of Large Language Models (LLMs) for
Software Engineering (SE). It also sets out open research challenges for the application of …
Software Engineering (SE). It also sets out open research challenges for the application of …
Search-based llms for code optimization
The code written by developers usually suffers from efficiency problems and contain various
performance bugs. These inefficiencies necessitate the research of automated refactoring …
performance bugs. These inefficiencies necessitate the research of automated refactoring …
Agents4PLC: Automating Closed-loop PLC Code Generation and Verification in Industrial Control Systems using LLM-based Agents
In industrial control systems, the generation and verification of Programmable Logic
Controller (PLC) code are critical for ensuring operational efficiency and safety. While Large …
Controller (PLC) code are critical for ensuring operational efficiency and safety. While Large …
Towards effective bug report summarization by domain-specific representation learning
Y Shao, B **ang - IEEE Access, 2024 - ieeexplore.ieee.org
Bug reports are crucial in software maintenance, with concise summaries significantly
enhancing the efficiency of bug triagers and ultimately contributing to the development of …
enhancing the efficiency of bug triagers and ultimately contributing to the development of …
PatchView: Multi-modality detection of security patches
Patching software become overwhelming for system administrators due to the large amounts
of patch releases. Administrator should prioritize security patches to reduce the exposure to …
of patch releases. Administrator should prioritize security patches to reduce the exposure to …
Specification-Driven Code Translation Powered by Large Language Models: How Far Are We?
Large Language Models (LLMs) are increasingly being applied across various domains,
including code-related tasks such as code translation. Previous studies have explored using …
including code-related tasks such as code translation. Previous studies have explored using …
SUMLLAMA: Efficient Contrastive Representations and Fine-Tuned Adapters for Bug Report Summarization
B **ang, Y Shao - IEEE Access, 2024 - ieeexplore.ieee.org
In software maintenance, concise summaries of bug reports are crucial, significantly
enhancing developer efficiency and ultimately improving software quality and user …
enhancing developer efficiency and ultimately improving software quality and user …
DeepCodeGraph: A Language Model for Compile-Time Resource Optimization Using Masked Graph Autoencoders
Analysing source code using deep learning aids compile-time decisions affecting
performance in embedded devices. We propose DeepCodeGraph, a general graph-based …
performance in embedded devices. We propose DeepCodeGraph, a general graph-based …
Efficient Program Optimization through Knowledge-Enhanced LoRA Fine-Tuning of Large Language Models
C Xu, H Guo, C Cen, M Chen, X Tao, J He - 2025 - researchsquare.com
Source code optimization enables developers to enhance programs at the human-computer
interaction level, thereby improving development efficiency and product quality. With the rise …
interaction level, thereby improving development efficiency and product quality. With the rise …
Source Code Representations of Deep Learning for Program Repair
Z Chen - 2023 - diva-portal.org
Deep learning, leveraging artificial neural networks, has demonstrated significant
capabilities in understanding intricate patterns within data. In recent years, its prowess has …
capabilities in understanding intricate patterns within data. In recent years, its prowess has …