GitHub

CGBridge: Bridging Code Graphs and Large Language Models for Better Structure-Aware Code Understanding

CGBridge is a novel framework designed to enhance the code understanding capabilities of Large Language Models (LLMs) by integrating rich structural information from code graphs. Our approach follows ...
IEEE

HeVulD: A Static Vulnerability Detection Method Using Heterogeneous Graph Code Representation

Abstract: Vulnerability detection in source code has been a focal point of research in recent years. Traditional rule-based methods fail to identify complex and unknown vulnerabilities, leading to ...

Move Over, ChatGPT

This is “bigger” than the ChatGPT moment, Lieberman wrote to me. “But Pandora’s Box hasn’t been opened for the rest of the ...
IEEE

Enhancing Software Vulnerability Detection Using Code Property Graphs and Convolutional Neural Networks

Abstract: The increasing complexity of modern software sys- tems has led to a rise in vulnerabilities that malicious actors can exploit. Traditional methods of vulnerability detection, such as static ...
GitHub

Code: Dynamics-Informed Reservoir Computing with Visibility Graphs

This program is free software: you can redistribute it and/or modify it under the terms of the GNU Lesser General Public License as published by the Free Software Foundation, either version 3 of the ...