#automated vulnerability repair

topicautomated vulnerability repair

2 papers · 1 filter

cs.CR2026

PatchIsland: Orchestration of LLM Agents for Continuous Vulnerability Repair

Wonyoung Kim, Seunggi Min, Minjae Gwon +11

PatchIsland is a system that coordinates multiple LLM agents to automatically generate patches for vulnerabilities discovered by continuous fuzzing pipelines, using a two‑phase ded…

cs.SE2026

Rethinking the Capability of Fine-Tuned Language Models for Automated Vulnerability Repair

Woorim Han, Yeongjun Kwak, Miseon Yu +4

The paper investigates how well fine‑tuned language models can automatically fix unseen software vulnerabilities and critiques common token‑level evaluation metrics, introducing a…