Awesome-LLM-Security-Papers

This is a list of (non-comprehensive) LLM system papers. Welcome to create a pull requst or an issue if we have missed any interesting papers!

LLM for Vulnerbility Detection

• The Hitchhiker’s Guide to Program Analysis: A Journey with Large Language Models (arXiv @ Aug 2023) Paper Link Project Link
• Large Language Model-Powered Smart Contract Vulnerability Detection: New Perspectives (TPS-ISA @ 2023) Paper Link Project Link
• Transformer-based language models for software vulnerability detection (arXiv @ Sep 2022) Paper Link
• When ChatGPT Meets Smart Contract Vulnerability Detection: How Far Are We? (arXiv @ Sep 2023) Paper Link
• Do you still need a manual smart contract audit? (arXiv @ June 2023) Paper Link
• When GPT Meets Program Analysis: Towards Intelligent Detection of Smart Contract Logic Vulnerabilities in GPTScan (arXiv @ Aug 2023) Paper Link
• Using ChatGPT as a Static Application Security Testing Tool (arXiv @ Aug 2023) Paper Link Project Link
• The Effectiveness of Large Language Models (ChatGPT and CodeBERT) for Security-Oriented Code Analysis (arXiv @ Aug 2023) Paper Link
• Prompting Is All Your Need: Automated Android Bug Replay with Large Language Models ((ICSE @ 2024) Paper Link
• Large Language Model guided Protocol Fuzzing (NDSS @2024) Paper Link
• Can Large Language Models Provide Security & Privacy Advice? Measuring the Ability of LLMs to Refute is conceptions (ACSAC @ Dec 2023) Paper Link
• KernelGPT: Enhanced Kernel Fuzzing via Large Language Models (arXiv @ Dec 2023) Paper Link

LLM for Bug Fixing

• The Right Prompts for the Job: Repair Code-Review Defects with Large Language Model (arXiv @ Dec 2023) Paper Link

LLM Surveys

• A Survey on Large Language Models for Software Engineering (arXiv @ Dec 2023) Paper Link