TDC.DILI Leaderboard

Dataset Summary

Dataset Unit Size Task Metric Dataset Split
TDC.DILI % 475 Binary AUROC Scaffold

Leaderboard

Rank Model Contact Link #Params AUROC
1 ZairaChem Gemma Turon GitHub, Paper N/A 0.925 ± 0.005
2 AttrMasking Kexin Huang GitHub, Paper 2,067,053 0.919 ± 0.008
3 MapLight + GNN Jim Notwell GitHub, Paper N/A 0.917 ± 0.005
4 SimGCN Suman Kalyan Bera GitHub, Paper 1,103,000 0.909 ± 0.011
5 Chemprop Kyle Swanson GitHub, Paper N/A 0.899 ± 0.008
6 MapLight Jim Notwell GitHub, Paper N/A 0.887 ± 0.006
7 Chemprop-RDKit Kyle Swanson GitHub, Paper N/A 0.887 ± 0.011
8 AttentiveFP Kexin Huang GitHub, Paper 300,806 0.886 ± 0.015
9 RDKit2D + MLP (DeepPurpose) Kexin Huang GitHub, Paper 633,409 0.875 ± 0.019
10 Euclia ML model Euclia GitHub, Paper 50 0.873 ± 0.024
11 ContextPred Kexin Huang GitHub, Paper 2,067,053 0.861 ± 0.018
12 GCN Kexin Huang GitHub, Paper 191,810 0.859 ± 0.033
13 NeuralFP Kexin Huang GitHub, Paper 480,193 0.851 ± 0.026
14 Morgan + MLP (DeepPurpose) Kexin Huang GitHub, Paper 1,477,185 0.832 ± 0.021
15 CNN (DeepPurpose) Kexin Huang GitHub, Paper 226,625 0.792 ± 0.016
16 Basic ML Nilavo Boral GitHub, Paper N/A 0.700 ± 0.000

: The higher the better.