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guangxin su's Projects

chemprop icon chemprop

Message Passing Neural Networks for Molecule Property Prediction

deepsnap icon deepsnap

Python library assists deep learning on graphs

detr icon detr

End-to-End Object Detection with Transformers

gat icon gat

Graph Attention Networks (https://arxiv.org/abs/1710.10903)

gnnpapers icon gnnpapers

Must-read papers on graph neural networks (GNN)

graphgym icon graphgym

Platform for designing and evaluating Graph Neural Networks (GNN)

graphormer icon graphormer

Graphormer is a deep learning package that allows researchers and developers to train custom models for molecule modeling tasks. It aims to accelerate the research and application in AI for molecule science, such as material design, drug discovery, etc.

hetehg-vae icon hetehg-vae

Heterogeneous Hypergraph Variational Autoencoder for Link Prediction (T-PAMI 2021)

hyperg-vae icon hyperg-vae

Here we present HyperG-VAE, a Bayesian deep generative model that utilizes a hypergraph for analyzing single-cell RNA sequencing (scRNA-seq) data and constructs reliable GRNs.

m-tree icon m-tree

A data structure for efficient nearest-neighbor queries.

magnn icon magnn

Metapath Aggregated Graph Neural Network for Heterogeneous Graph Embedding

ml icon ml

The project in the way of my ML learn

molclr icon molclr

Implementation of "Molecular Contrastive Learning of Representations via Graph Neural Networks" in PyTorch Geometric

nnpulearning icon nnpulearning

Non-negative Positive-Unlabeled (nnPU) and unbiased Positive-Unlabeled (uPU) learning reproductive code on MNIST and CIFAR10

pygat icon pygat

Pytorch implementation of the Graph Attention Network model by Veličković et. al (2017, https://arxiv.org/abs/1710.10903)

pygcn icon pygcn

Graph Convolutional Networks in PyTorch

self-pu icon self-pu

[ICML2020] "Self-PU: Self Boosted and Calibrated Positive-Unlabeled Training" by Xuxi Chen, Wuyang Chen, Tianlong Chen, Ye Yuan, Chen Gong, Kewei Chen, Zhangyang Wang

simclr icon simclr

PyTorch implementation of SimCLR: A Simple Framework for Contrastive Learning of Visual Representations

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