LARS-code

AutoML-Tutorial

Tutorials about AutoML

AutoSF

Y. Zhang, Q. Yao, J. Kwok. Bilinear Scoring Function Search for Knowledge Graph Learning. TPAMI 2022

RED-GNN

Knowledge Graph Reasoning with Relational Digraph. WebConf 2022

TabGNN

Interstellar

Interstellar: Searching Recurrent Architecture for Knowledge Graph Embedding. NeurIPS 2020.

DiffMG

[KDD 2021, Research Track] DiffMG: Differentiable Meta Graph Search for Heterogeneous Graph Neural Networks

PAS

The released code for the paper: Pooling Architecture Search for Graph Classification, in CIKM 2021.

RelEns

Relation-aware Ensemble Learning for Knowledge Graph Embedding. EMNLP. 2023

F2GNN

The released code for the paper: ''Designing the Topology of Graph Neural Networks: A Novel Feature Fusion Perspective" in WebConf 2022

SANE

The released code for the paper: Search to aggregate neighborhood for graph neural network, in ICDE 2021.

EmerGNN

Emerging Drug Interaction Prediction Enabled by Flow-based Graph Neural Network with Biomedical Network. Nature Computational Science. 2023.

KGTuner

KGTuner: Efficient Hyper-parameter Search for Knowledge Graph Learning" (ACL 2022 long paper)

AdaProp

[KDD 2023] AdaProp: Learning Adaptive Propagation for Graph Neural Network based Knowledge Graph Reasoning

PAS-OGB

CIKM 2021: Pooling Architecture Search for Graph Classification

SNAG

Source code for CIKM-CSSA 2020 paper SNAG "Simplified Neural Architecture search for Graph Neural Networks".

TREFE

Searching a High Performance Feature Extractor for Text Recognition Network. TPAMI 2022

ERAS

Code for "Efficient Relation-aware Scoring Function Search for Knowledge Graph Embedding" ICDE 2021

ColdNAS

Code for ColdNAS: Search to Modulate for User Cold-Start Recommendation. WebConf 2023

KGBench

Rule-learning-expressivity

Understanding Expressivity of GNN in Rule Learning. ICLR 2024

CLGNN

KnowDDI

Accurate and Interpretable Drug-drug Interaction Prediction Enabled by Knowledge Subgraph Learning. Nature Communications (Medicine).

3D-PGT

KDD-23 Automated 3D Pre-Training for Molecular Property Prediction

LRGNN

The released code for the paper: ''Embracing Long-range Dependency in Graph Classification by Stacking Graph Neural Network" in WebConf 2023

S2S

Code for "Searching to Sparsify Tensor Decomposition for N-ary relational data" WebConf 2021

SimpleSTG

Code for "Understanding and Simplifying Architecture Search in Spatio-Temporal Graph Neural Networks" accepted by TMLR 2023

GRAPE

Automorphic Equivalence-aware Graph Neural Network. NeurIPS 2021.

AutoGraph-KDDCup2020

This is the official repo for hosting datasets and code of AutoGraph challenge at KDD Cup 2020. Paper here: https://www.frontiersin.org/articles/10.3389/frai.2022.905104/full

HyperPGNN

PACIA

PACIA: Parameter-Efficient Adapter for Few-Shot Molecular Property Prediction. IJCAI 2024