IEEE

Beyond Message-Passing: Generalization of Graph Neural Networks via Feature Perturbation for Semi-Supervised Node Classification

Abstract: Graph neural networks (GNNs) that collect information from neighbors are commonly utilized in semi-supervised learning contexts. In particular, a significant body of research has been ...
GitHub

node-classification

[MLCAD'24] Automated Physical Design Watermarking Leveraging Graph Neural Networks & [TCAD'25] ICMarks: A Robust Watermarking Framework for Integrated Circuit Physical Design IP Protection ...
GitHub

Sentiment Classification for IMDB dataset using FSDP Tutorial

I have created a script which will allow the new user to learn more about FSDP through hands on. I have tested the code on 4 A100 40GB each gpus. I have added support checkpointing as well for FSDP. I ...
IEEE

GNN Model Based On Node Classification Forecasting in Social Network

Abstract: In the time of ever-growing technology, engineering, and deep learning methods, one thing that has caught the attention of people is the invention of Neural Networks, also known as ...