LuckyLYM

Zebra

Code repository for the VLDB2023 paper "Zebra: When Temporal Graph Neural Networks Meet Temporal Personalized PageRank".

Orca

Code repository for the SIGMOD2023 paper "Orca: Scalable Temporal Graph Neural Network Training with Theoretical Guarantees".

Palette

Code repository for Palette, a multi-source model selection and ensemble framework.

AI-System

System for AI Education Resource.

awesome-chatgpt-prompts-zh

ChatGPT 中文调教指南。各种场景使用指南。学习怎么让它听你的话。

Awesome-DynamicGraphLearning

Awesome papers about machine learning (deep learning) on dynamic (temporal) graphs (networks / knowledge graphs). 将深度学习技术(图神经网络等)应用在动态图、动态网络、动态知识图谱上的论文、工具等。

COVID-19

Novel Coronavirus (COVID-19) Cases, provided by JHU CSSE

craig

Data-efficient Training of Machine Learning Models

deep-active-learning

Deep Active Learning

dgl

Python package built to ease deep learning on graph, on top of existing DL frameworks.

EvolveGCN

Code for EvolveGCN: Evolving Graph Convolutional Networks for Dynamic Graphs

GNNPapers

Must-read papers on graph neural networks (GNN)

gpucb

Simple implementation of GP-UCB algorithm.

GraphSAINT

[ICLR 2020; IPDPS 2019] Fast and accurate minibatch training for deep GNNs and large graphs (GraphSAINT: Graph Sampling Based Inductive Learning Method).

Incremental-Learning

Literatures-on-GNN-Acceleration

A reading list for deep graph learning acceleration.

luckylym.github.io

Github Pages template for academic personal websites, forked from mmistakes/minimal-mistakes

NAS

Works built upon DARTS

pytorch-sentiment-analysis

Tutorials on getting started with PyTorch and TorchText for sentiment analysis.

pytorch_geometric_temporal

PyTorch Geometric Temporal: Spatiotemporal Signal Processing with Neural Machine Learning Models (CIKM 2021)

Quantization

Data and model quantization

ray

An open source framework that provides a simple, universal API for building distributed applications. Ray is packaged with RLlib, a scalable reinforcement learning library, and Tune, a scalable hyperparameter tuning library.

reverb

Reverb is an efficient and easy-to-use data storage and transport system designed for machine learning research

seed_rl

SEED RL: Scalable and Efficient Deep-RL with Accelerated Central Inference. Implements IMPALA and R2D2 algorithms in TF2 with SEED's architecture.

TOC

Trie-based Matrix Compression