Drug Discovery on ToxCast

Metric: AUC (higher is better)

LeaderboardDataset

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#	Model↕	AUC▼	Extra Data	Paper	Date↕	Code
1	TrimNet	0.777	No	-	-	Code
2	GraphConv + dummy super node	0.768	No	Learning Graph-Level Representation for Drug Dis...	2017-09-12	Code
3	GraphConv	0.754	No	Convolutional Networks on Graphs for Learning Mo...	2015-09-30	Code
4	GIT-Mol(G+S)	0.668	No	GIT-Mol: A Multi-modal Large Language Model for ...	2023-08-14	Code
5	ContextPred	0.657	No	Strategies for Pre-training Graph Neural Networks	2019-05-29	Code

#1TrimNet
0.777
AUC
No paperCode
#2GraphConv + dummy super nodeSOTA
0.768
AUC· 2017-09-12
Learning Graph-Level Representation for Drug Discovery Code
#3GraphConvSOTA
0.754
AUC· 2015-09-30
Convolutional Networks on Graphs for Learning Molecular Fingerprints Code
#4GIT-Mol(G+S)
0.668
AUC· 2023-08-14
GIT-Mol: A Multi-modal Large Language Model for Molecular Science with Graph, Image, and Text Code
#5ContextPred
0.657
AUC· 2019-05-29
Strategies for Pre-training Graph Neural Networks Code