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Collaborative Agents for Automated Program Repair in Ruby arXiv

Nikta Akbarpour, Mahdieh Sadat Benis, Fatemeh Hendijani Fard, Ali Ouni, Mohamed Aymen Saied

Added: Dec 01, 2025 · Published: Nov 06, 2025

#research#program-repair#APR#LLM#multi-agent#Ruby#RAMP#test-driven#feedback-driven#XCodeEval
HAFixAgent: History-Aware Automated Program Repair Agent arXiv

Yu Shi, Hao Li, Bram Adams, Ahmed E. Hassan

Added: Dec 01, 2025 · Published: Nov 02, 2025

#research#program-repair#APR#LLM#agent#history-aware#version-control#git-blame#multi-hunk#Defects4J#agentic-repair
PATCHEVAL: A New Benchmark for Evaluating LLMs on Patching Real-World Vulnerabilities arXiv

Zichao Wei, Jun Zeng, Ming Wen, Zeliang Yu, Kai Cheng, Yiding Zhu, Jingyi Guo, Shiqi Zhou, Le Yin, Xiaodong Su, Zhechao Ma

Added: Dec 01, 2025 · Published: Nov 14, 2025

#research#security#AVR#benchmark#LLM#vulnerability-repair#CVE#CWE#multilingual#Go#JavaScript#Python#sandbox#patch-validation
LLM-Driven Kernel Evolution: Automating Driver Updates in Linux arXiv

Arina Kharlamova, Jiawen Liu, Tianyi Zhang, Xinrui Yang, Humaid Alqasimi, Youcheng Sun, Chun Jason Xue

Added: Dec 01, 2025 · Published: Nov 24, 2025

#research#Linux-kernel#driver-maintenance#LLM#multi-agent#automated-patching#benchmark#kernel-evolution#API-changes#DRIVEBENCH#AUTODRIVER
PortGPT: Towards Automated Backporting Using Large Language Models arXiv

Zhaoyang Li, Zheng Yu, Jingyi Song, Meng Xu, Yuxuan Luo, Dongliang Mu

Added: Nov 08, 2025 · Published: Oct 25, 2025

#research#backporting#security-patches#LLM#agent#Linux-kernel#automated-patching#IEEE-S&P-2026#compiler-feedback#tool-use
PatchAgent: A Practical Program Repair Agent Mimicking Human Expertise USENIX Security

Zheng Yu, Ziyi Guo, Yuhang Wu, Jiahao Yu, Meng Xu, Dongliang Mu, Yan Chen, Xinyu Xing

Added: Nov 08, 2025 · Published: Aug 13, 2025

#research#security#program-repair#APR#LLM#agent#fault-localization#patch-generation#patch-validation#vulnerabilities#fuzzing#language-server#USENIX-Security-2025#automated-patching#tool-use
ApkDiffer: Accurate and Scalable Cross-Version Diffing Analysis for Android Applications OOPSLA

Jiarun Dai, Mingyuan Luo, Yuan Zhang, Min Yang, Minghui Yang

Added: Nov 08, 2025 · Published: Oct 01, 2025

#research#security#software-diffing#code-alignment#Android#cross-version-analysis#method-level-diffing#graph-matching#binary-analysis#evolution-analysis#privacy-threats#app-updates#OOPSLA-2025
MigGPT: Harnessing Large Language Models for Automated Migration of Out-of-Tree Linux Kernel Patches Across Versions arXiv

Pucheng Dang, Di Huang, Dong Li, Kang Chen, Yuanbo Wen, Qi Guo, Xing Hu

Added: Nov 08, 2025 · Published: Apr 13, 2025

#research#patch-migration#kernel-patches#out-of-tree#LLM#Linux-kernel#automated-patching#code-fingerprint#benchmark
Match & Mend: Minimally Invasive Local Reassembly for Patching N-day Vulnerabilities in ARM Binaries arXiv

Sebastian Jänich, Merlin Sievers, Johannes Kinder

Added: Nov 08, 2025 · Published: Oct 18, 2025

#research#security#binary-rewriting#binary-patching#IoT#firmware#ARM#n-day-vulnerabilities#automated-patching#reassembly#micro-patching#Linux#embedded-systems
SoK: Towards Effective Automated Vulnerability Repair arXiv

Ying Li, Faysal Hossain Shezan, Bomin Wei, Gang Wang, Yuan Tian

Added: Sep 23, 2025 · Published: Jan 31, 2025

#research#security#AVR#program-repair#survey#taxonomy#benchmarking#learning-based#constraint-based#search-based#template-guided
A Case Study of LLM for Automated Vulnerability Repair: Assessing Impact of Reasoning and Patch Validation Feedback arXiv

Ummay Kulsum, Haotian Zhu, Bowen Xu, Marcelo d'Amorim

Added: Sep 23, 2025 · Published: May 24, 2024

#research#security#AVR#program-repair#LLM#reasoning#chain-of-thought#patch-validation#feedback#compiler#sanitizers#test-suite#C#Java#VRpilot#ablation-study
Backporting Security Patches of Web Applications: A Prototype Design and Implementation on Injection Vulnerability Patches USENIX Security

Youkun Shi, Yuan Zhang, Tianhan Luo, Xiangyu Mao, Yinzhi Cao, Ziwen Wang, Yudi Zhao, Zongan Huang, Min Yang

Added: Sep 23, 2025 · Published: Aug 10, 2022

#research#security#backporting#security-patches#web-applications#injection#vulnerabilities#SKYPORT#backward-compatibility#legacy-versions#patch-selection#WordPress#Piwigo
Automated Codebase Reconciliation using Large Language Models IEEE Xplore

Added: Sep 14, 2025 · Published: Jul 02, 2025

#paper
AdaptEval: Evaluating Large Language Models on Domain Adaptation for Text Summarization arXiv

Anum Afzal, Ribin Chalumattu, Florian Matthes, Laura Mascarell

Added: Sep 12, 2025 · Published: Jun 16, 2024

#evaluation#summarization#domain-adaptation#LLM
Automating Zero-Shot Patch Porting for Hard Forks arXiv

Shengyi Pan, You Wang, Zhongxin Liu, Xing Hu, Xin Xia, Shanping Li

Added: Sep 10, 2025 · Published: Apr 27, 2024

#research#patch-porting#hard-forks#LLM