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Graph Neural Networks

Ferdowsi University of Mashhad, TBA

Welcome to the Course!

Lectures

Introduction

1
Intro to Git
Get Started
2
SectionIntro to Python
1, 2
3
Intro to Networkx
4
Intro to Pytorch
Our previous workshop
5
Lab Make Personal Github Page
6
HW, TBA

Lectures

1
Intro to Graphs Neural Networkx
Our previous workshop
2
How to do Deep Learning on Graphs with Graph Convolutional Networks
3
Graph Convolutional Networks (GCN)
4
SectionUnderstanding Convolutions on Graphs
Distill
5
SectionA Gentle Introduction to Graph Neural Networks
Distill
6
LabLudwig Schubert
7
Basics of Graph Neural Networks
8
HW, TBA

Resources and the main book

1
Books, Papers and Tutorial Videos, (FUM-DRIVE)
2
Introduction to Graph Neural Networks, by: Zhiyuan Liu and Jie Zhou
We will refer to this book as IGNN
3
ChapterBasics of Math and Graph
Cahpter 2
4
ChapterBasics of Neural Networks Neural
Cahpter 3
5
ChapterVanilla Graph Neural Networks
Cahpter 4
6
HW, TBA

IGNN, Continue...

0
Introduction to Graph Neural Networks, by: Zhiyuan Liu and Jie Zhou
We will refer to this book as IGNN
1
ChapterGraph Convolutional Networks
Cahpter 5
2
ChapterGraph Recurrent Networks
Cahpter 6
3
ChapterGraph Attention Networks
Cahpter 7
4
HW, TBA

Advanced Topics, Cluster-GCN

1
Cluster-GCN: An Efficient Algorithm for Training Deep and Large Graph Convolutional Networks
by: Wei-Lin Chiang, Xuanqing Liu, Si Si, Yang Li, Samy Bengio, Cho-Jui Hsieh
2
Lab ClusterGCN
3
Overlapping Clusters in Cluster Graph Convolutional Networks
by: M. Amintoosi
4
Lab Overlapping ClusterGCN
5
HW, TBA

Advanced Topics, Temporal Graphs

1
PyTorch Geometric Temporal
2
Lab Converting a Tabular Dataset to a Temporal Graph Dataset
3
HW, TBA

Advanced Topics

1
Graph Structure Learning
2
Lab Graph Structure Learning for Robust Graph Neural Networks
3
Graph Condensation
4
Lab Graph Condensation for Graph Neural Networks
5
Adversarial Attack on Graphs
6
Lab DeepRobust: Adversarial library for attack and defense methods on images and graphs
7
5
Large Language Models on Graphs
8
HW, TBA

Misclaneous

1
Trinka is an online grammar checker and language correction AI tool for academic and technical writing
2
Wei Jin’s Homepage
Wei Jin’s Github

Combinatorial Optimization and Graph Neural Networks

1
Combinatorial Optimization and Reasoning with Graph Neural Networks
2
Combinatorial Optimization with Graph Convolutional Networks and Guided Tree Search
3
Combinatorial optimization with physics-inspired graph neural networks