IEEE

AI-Powered Infrastructure as Code (IaC) Security using Graph Neural Networks

Abstract: This paper looks into the innovative ways that Graph Neural Networks (GNNs) are impacting security in Infrastructure as Code (IaC), especially regarding finding faults, automating security ...
IEEE

Graph-MoE: A Graph-Based LLM Framework for Scalable and Efficient Code Completion in Integrated Development Environment

Abstract: Modern AI-powered integrated development environments (IDEs) face significant scalability challenges with large codebases due to the fixed context windows and high computational costs ...
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 ...
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 ...