Drug Discovery on BBBP

Metric: AUC (higher is better)

LeaderboardDataset

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#	Model↕	AUC▼	Extra Data	Paper	Date↕	Code
1	ProtoW-L2	0.92	No	Optimal Transport Graph Neural Networks	2020-06-08	Code
2	elEmBERT-V1	0.905	No	Structure to Property: Chemical Element Embeddin...	2023-09-17	Code
3	GIT-Mol(G+S)	0.739	No	GIT-Mol: A Multi-modal Large Language Model for ...	2023-08-14	Code
4	ContextPred	0.687	No	Strategies for Pre-training Graph Neural Networks	2019-05-29	Code

#1ProtoW-L2SOTA
0.92
AUC· 2020-06-08
Optimal Transport Graph Neural Networks Code
#2elEmBERT-V1
0.905
AUC· 2023-09-17
Structure to Property: Chemical Element Embeddings and a Deep Learning Approach for Accurate Prediction of Chemical Properties Code
#3GIT-Mol(G+S)
0.739
AUC· 2023-08-14
GIT-Mol: A Multi-modal Large Language Model for Molecular Science with Graph, Image, and Text Code
#4ContextPredSOTA
0.687
AUC· 2019-05-29
Strategies for Pre-training Graph Neural Networks Code