The code of paper "Block Modeling-Guided Graph Convolutional Neural Networks".

Last update: Dec 08, 2022

Related tags

Deep Learning BM-GCN

Overview

Block Modeling-Guided Graph Convolutional Neural Networks

This repository contains the demo code of the paper:

Block Modeling-Guided Graph Convolutional Neural Networks

which has been accepted by AAAI2022.

Dependencies

Python3.7
NumPy
SciPy
PyTorch
TensorFlow.keras

Example Usages

Before running the code， please unzip the data_geom.zip and make a directory named checkpoint.

python main.py --dataset cora --enhance 3.0 --self_loop 1.5
python main.py --dataset citeseer --enhance 4.0 --self_loop 2.0
python main.py --dataset pubmed --enhance 2.0 --self_loop 3.0
python main.py --dataset squirrel --enhance 2.0 --self_loop 0.0
python main.py --dataset chameleon --enhance 0.8 --self_loop 0.0
python main.py --dataset texas --num_gcn_layers 2 --enhance 1.0 --self_loop 0.0

Please refer to the args.py for more parameters.

Reference

If you make advantage of BM-GCN in your research, please cite the following in your manuscript:

Dongxiao He, et al. "Block Modeling-Guided Graph Convolutional Neural Networks." In AAAI. 2022.

License

Tianjin University

Owner

GitHub Repository

Official Code Implementation of the paper : XAI for Transformers: Better Explanations through Conservative Propagation

Official Code Implementation of The Paper : XAI for Transformers: Better Explanations through Conservative Propagation For the SST-2 and IMDB expermin

23 Dec 30, 2022

Automatic Idiomatic Expression Detection

IDentifier of Idiomatic Expressions via Semantic Compatibility (DISC) An Idiomatic identifier that detects the presence and span of idiomatic expressi

5 Jun 09, 2022

Official implementation of Neural Bellman-Ford Networks (NeurIPS 2021)

NBFNet: Neural Bellman-Ford Networks This is the official codebase of the paper Neural Bellman-Ford Networks: A General Graph Neural Network Framework

136 Dec 21, 2022

Deep Learning for Computer Vision final project

Deep Learning for Computer Vision final project

1 Nov 30, 2021

Label Hallucination for Few-Shot Classification

Label Hallucination for Few-Shot Classification This repo covers the implementation of the following paper: Label Hallucination for Few-Shot Classific

13 Nov 13, 2022

Open-Ended Commonsense Reasoning (NAACL 2021)

Open-Ended Commonsense Reasoning Quick links: [Paper] | [Video] | [Slides] | [Documentation] This is the repository of the paper, Differentiable Open-

31 Oct 19, 2022

PyTorch implementation of a collections of scalable Video Transformer Benchmarks.

PyTorch implementation of Video Transformer Benchmarks This repository is mainly built upon Pytorch and Pytorch-Lightning. We wish to maintain a colle

156 Jan 08, 2023

Generating synthetic mobility data for a realistic population with RNNs to improve utility and privacy

lbs-data Motivation Location data is collected from the public by private firms via mobile devices. Can this data also be used to serve the public goo

11 Sep 22, 2022

Minecraft Hack Detection With Python

Minecraft Hack Detection An attempt to try and use crowd sourced replays to find

3 Mar 26, 2022

An addon uses SMPL's poses and global translation to drive cartoon character in Blender.

Blender addon for driving character The addon drives the cartoon character by passing SMPL's poses and global translation into model's armature in Ble

153 Dec 14, 2022

Large-Scale Pre-training for Person Re-identification with Noisy Labels (LUPerson-NL)

LUPerson-NL Large-Scale Pre-training for Person Re-identification with Noisy Labels (LUPerson-NL) The repository is for our CVPR2022 paper Large-Scale

43 Dec 26, 2022

GPT, but made only out of gMLPs

GPT - gMLP This repository will attempt to crack long context autoregressive language modeling (GPT) using variations of gMLPs. Specifically, it will

80 Dec 01, 2022

Pre-trained BERT Models for Ancient and Medieval Greek, and associated code for LaTeCH 2021 paper titled - "A Pilot Study for BERT Language Modelling and Morphological Analysis for Ancient and Medieval Greek"

Ancient Greek BERT The first and only available Ancient Greek sub-word BERT model! State-of-the-art post fine-tuning on Part-of-Speech Tagging and Mor

22 Dec 08, 2022

A Model for Natural Language Attack on Text Classification and Inference

TextFooler A Model for Natural Language Attack on Text Classification and Inference This is the source code for the paper: Jin, Di, et al. "Is BERT Re

418 Dec 16, 2022

Playable Video Generation

Playable Video Generation Playable Video Generation Willi Menapace, Stéphane Lathuilière, Sergey Tulyakov, Aliaksandr Siarohin, Elisa Ricci Paper: ArX

136 Dec 31, 2022

How the Deep Q-learning method works and discuss the new ideas that makes the algorithm work

Deep Q-Learning Recommend papers The first step is to read and understand the method that you will implement. It was first introduced in a 2013 paper

1 Jan 25, 2022

Moon-patrol - A faithful recreation of the 1983 hit classic Moon Patrol for the Atari 2600 created using the Pygame library for Python

Moon Patrol A recreation of the hit Atari 2600 game, Moon Patrol Moon Patrol is

3 Apr 20, 2022

Two-Stream Adaptive Graph Convolutional Networks for Skeleton-Based Action Recognition in CVPR19

2s-AGCN Two-Stream Adaptive Graph Convolutional Networks for Skeleton-Based Action Recognition in CVPR19 Note PyTorch version should be 0.3! For PyTor

547 Dec 26, 2022

RaceBERT -- A transformer based model to predict race and ethnicty from names

RaceBERT -- A transformer based model to predict race and ethnicty from names Installation pip install racebert Using a virtual environment is highly

3 Nov 02, 2022

NALSM: Neuron-Astrocyte Liquid State Machine

NALSM: Neuron-Astrocyte Liquid State Machine This package is a Tensorflow implementation of the Neuron-Astrocyte Liquid State Machine (NALSM) that int

4 Nov 28, 2022