GitHub

Automatic Cyber Threat Intelligence Knowledge Graph Construction Using Large Language Models

📦 [2025/10] CTINexus Python package released! Install with pip install ctinexus for seamless integration into your Python projects. 🌟 [2025/07] CTINexus now features an intuitive Gradio interface!
IEEE

Adapting GNNs for Document Understanding: A Flexible Framework With Multiview Global Graphs

Abstract: Graph neural networks (GNNs) have recently gained attention for capturing complex relations, prompting researchers to explore their potential in document classification. Existing studies ...
GitHub

[KDD 2025] ATOM: A Framework of Detecting Query-Based Model Extraction Attacks for Graph Neural Networks

Graph Neural Networks (GNNs) have gained traction in Graph-based Machine Learning as a Service (GMLaaS) platforms, yet they remain vulnerable to graph-based model extraction attacks (MEAs), where ...
PNAS

A general framework for branch length estimation in Ancestral Recombination Graphs

Model misspecification is a common challenge in population genetic inference, as oversimplified mathematical models often fail to capture complex evolutionary processes. Here, we introduce a framework ...
IEEE

Graph Representation Framework for Accelerating Atomic-Level Semiconductor Device Simulation

Abstract: This article proposes a machine-learning (ML) method to accelerate atomic-level device simulation. The main idea is to utilize graph convolutional network (GCN) to predict the potential ...