Program Analysis

LLM as Runtime Error Handler: A Promising Pathway to Adaptive Self-Healing of Software Systems

Authors: Zhensu Sun, Haotian Zhu, Bowen Xu, Xiaoning Du, Li Li, David Lo | Published: 2024-08-02
LLM Performance Evaluation
Program Analysis
Self-Healing System

FuSeBMC AI: Acceleration of Hybrid Approach through Machine Learning

Authors: Kaled M. Alshmrany, Mohannad Aldughaim, Chenfeng Wei, Tom Sweet, Richard Allmendinger, Lucas C. Cordeiro | Published: 2024-04-09
Test Prioritization
Program Analysis
Resource optimization

A Survey of Source Code Representations for Machine Learning-Based Cybersecurity Tasks

Authors: Beatrice Casey, Joanna C. S. Santos, George Perry | Published: 2024-03-15 | Updated: 2025-04-09
Watermarking
Program Analysis
Membership Inference

LLM4Fuzz: Guided Fuzzing of Smart Contracts with Large Language Models

Authors: Chaofan Shou, Jing Liu, Doudou Lu, Koushik Sen | Published: 2024-01-20
LLM Performance Evaluation
Smart Contract
Program Analysis

Binary Code Summarization: Benchmarking ChatGPT/GPT-4 and Other Large Language Models

Authors: Xin Jin, Jonathan Larson, Weiwei Yang, Zhiqiang Lin | Published: 2023-12-15
LLM Performance Evaluation
Program Analysis
Prompt Injection

BinGo: Identifying Security Patches in Binary Code with Graph Representation Learning

Authors: Xu He, Shu Wang, Pengbin Feng, Xinda Wang, Shiyu Sun, Qi Li, Kun Sun | Published: 2023-12-13
Graph Transformation
Security Analysis
Program Analysis

Exploring the Limits of ChatGPT in Software Security Applications

Authors: Fangzhou Wu, Qingzhao Zhang, Ati Priya Bajaj, Tiffany Bao, Ning Zhang, Ruoyu "Fish" Wang, Chaowei Xiao | Published: 2023-12-08
Program Analysis
Prompt Injection
Vulnerability Management

Large Language Models for Code Analysis: Do LLMs Really Do Their Job?

Authors: Chongzhou Fang, Ning Miao, Shaurya Srivastav, Jialin Liu, Ruoyu Zhang, Ruijie Fang, Asmita, Ryan Tsang, Najmeh Nazari, Han Wang, Houman Homayoun | Published: 2023-10-18 | Updated: 2024-03-05
Dataset Generation
Program Analysis
Prompt Injection

ChatGPT for Vulnerability Detection, Classification, and Repair: How Far Are We?

Authors: Michael Fu, Chakkrit Tantithamthavorn, Van Nguyen, Trung Le | Published: 2023-10-15
Program Analysis
Prompt Engineering
Vulnerability Prediction

FLAG: Finding Line Anomalies (in code) with Generative AI

Authors: Baleegh Ahmad, Benjamin Tan, Ramesh Karri, Hammond Pearce | Published: 2023-06-22
Program Analysis
Malware Detection Method
Feature Extraction Method