MUTAG

Dataset Information
Modalities
Graphs
License
Unknown
Homepage

Overview

In particular, MUTAG is a collection of nitroaromatic compounds and the goal is to predict their mutagenicity on Salmonella typhimurium. Input graphs are used to represent chemical compounds, where vertices stand for atoms and are labeled by the atom type (represented by one-hot encoding), while edges between vertices represent bonds between the corresponding atoms. It includes 188 samples of chemical compounds with 7 discrete node labels.

Source: Fast and Deep Graph Neural Networks

Variants: MUTAG

Associated Benchmarks

This dataset is used in 2 benchmarks:

Recent Benchmark Submissions

Task Model Paper Date
Node Classification BoP From Primes to Paths: Enabling … 2024-11-17
Graph Classification R-GCN + PANDA PANDA: Expanded Width-Aware Message Passing … 2024-06-06
Graph Classification GIN + PANDA PANDA: Expanded Width-Aware Message Passing … 2024-06-06
Graph Classification R-GIN + PANDA PANDA: Expanded Width-Aware Message Passing … 2024-06-06
Graph Classification GCN + PANDA PANDA: Expanded Width-Aware Message Passing … 2024-06-06
Graph Classification G-Tuning Fine-tuning Graph Neural Networks by … 2023-12-21
Graph Classification Graph-JEPA Graph-level Representation Learning with Joint-Embedding … 2023-09-27
Graph Classification CIN++ CIN++: Enhancing Topological Message Passing 2023-06-06
Node Classification SCENE SCENE: Reasoning about Traffic Scenes … 2023-01-09
Graph Classification CAN Cell Attention Networks 2022-09-16
Graph Classification TREE-G TREE-G: Decision Trees Contesting Graph … 2022-07-06
Graph Classification CT-Layer DiffWire: Inductive Graph Rewiring via … 2022-06-15
Graph Classification GAP-Layer (Rcut) DiffWire: Inductive Graph Rewiring via … 2022-06-15
Graph Classification GAP-Layer (Ncut) DiffWire: Inductive Graph Rewiring via … 2022-06-15
Graph Classification TFGW ADJ (L=2) Template based Graph Neural Network … 2022-05-31
Node Classification RR-GCN-PPV R-GCN: The R Could Stand … 2022-03-04
Graph Classification DropGIN DropGNN: Random Dropouts Increase the … 2021-11-11
Graph Classification MEWISPool Maximum Entropy Weighted Independent Set … 2021-07-03
Graph Classification GMT Accurate Learning of Graph Representations … 2021-02-23
Graph Classification GDL-g (ADJ) Online Graph Dictionary Learning 2021-02-12

Research Papers

Recent papers with results on this dataset: