ytchx1999/PyG-OGB-Tricks

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Created over 3 years ago
Updated over 1 year ago

ytchx1999/PyG-OGB-Tricks

ytchx1999

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Bags of Tricks in OGB (node classification) with GCNs.

MAXP_DGL_Graph

MAXP 命题赛任务一：基于DGL的图机器学习任务。队伍：Graph@ICT，🥉rank6。https://www.biendata.xyz/competition/maxp_dgl/

GraphSAGE-Cora-Citeseer-Pubmed

这是GraphSAGE模型在Cora、Citeseer、Pubmed数据集上的复现代码。语言：PyTorch

PyG-GraphSAGE

使用Pytorch Geometric（PyG）实现了Cora、Citeseer、Pubmed数据集上的GraphSAGE模型（full-batch）

Jupyter Notebook

PyG-JK-Nets

PyTorch_Geometric实现的JK-Nets（Jumping Knowledge Network），其中也包括了baseline的GCN和GAT。数据集使用的「Cora、Citeseer、Pubmed」

UCAS_DM_GTL_Tianchi

2021 亚太眼科学会大数据竞赛（APTOS）。队伍：UCAS_DM_GTL，初赛rank: 85/10006。比赛官网：https://tianchi.aliyun.com/competition/entrance/531929/information

Dynamic-Graph-Embedding-Methods-Summary

动态图嵌入方法学习

PyG-GNN-Test

使用PyTorch Geometric对GNN典型模型的各阶段执行时间进行测试和分析

OGBN-MAG-PyG2.0

OGBN-MAG-PyG2.0

Jupyter Notebook

ogbn_arxiv_GCN_res

This is an improvement of baesline on the ogbn-arxiv dataset.

PyG-citation-network

GNN模型在引文网络数据集上的代码，包括Cora、Citeseer、Pubmed、ogbn-arxiv

GCN_res-FLAG

This is an improvement of the GCN_res model, using the FLAG method.

GCN_res-CS-v2

This is an improvement of the GCN_res model, using the C&S method. This is the v2 version.

PyG-GCN_res-CS

This is an improvement of the GCN_res model, using the C&S method.

PyG-ogbn-products

Code: PyG. Dataset: ogbn-products.

PyG-ogbn-mag

This is the implement and improvement code of ogbn-mag.

GeoTGN

Code for GeoTGN.

PyG-ogbn-arxiv

This is the implement and improvement code of ogbn-arxiv.

NGCF-DGL

DGL implement of NGCF

dgl-lp-baseline

Link prediction gnn baselines implemented by DGL.

ResNet-FT

ResNet-18 finetune.

GNN-Dataset

典型图数据集的加载与使用（基于PyG），包括OGB等。

Jupyter Notebook

WSDM_DGL_Challenge

WSDM Cup 2022: Temporal Link Prediction Task (https://www.dgl.ai/WSDM2022-Challenge/).

Jupyter Notebook

ogbl-vessel

OGBL-Vessel submmision.

TGN-DGL

DGL's TGN implement.

TGN-DGraphFin

TGN for anomaly detection in DGraph-Fin dataset. (Top2 🥈 solution in DGraph-Fin Leaderboard) https://dgraph.xinye.com/

ST-ML-Learn

李航《统计学习方法》的代码练习（torch手撸+sklearn掉调包均有实现）。