Datasets › NCI109

NCI109

Introduced by Christopher Morris et al. in TUDataset: A collection of benchmark datasets for learning with graphs16 Jul 2020 archive 2025-07-28

Tudataset: A collection of benchmark datasets for learning with graphs

Benchmarks archive 2025-07-28

All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Graph Classification NCI109 WKPI-kcenters Accuracy 87.3 Learning metrics for persistence-based summaries and... topology474/WKPI 38 Compare

Papers archive 2025-07-28

30 shown of 36 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 96. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Pre-training Graph Neural Networks on Molecules by Using Subgraph-Conditioned Graph Information Bottleneck 1 1 20 Feb 2025 not harvested
Multi-hop Attention-based Graph Pooling: A Personalized PageRank Perspective 1 1 4 Mar 2024 not harvested
An end-to-end attention-based approach for learning on graphs 1 1 16 Feb 2024 not harvested
Graph isomorphism UNet 1 1 23 Aug 2023 not harvested
Transitivity-Preserving Graph Representation Learning for Bridging Local Connectivity and Role-based Similarity 3 1 18 Aug 2023 ran 5 of 26 samples (21 unverified)
Weisfeiler and Lehman Go Paths: Learning Topological Features via Path Complexes 0 1 13 Aug 2023 not harvested
CIN++: Enhancing Topological Message Passing 1 1 6 Jun 2023 not harvested
Cell Attention Networks 1 1 16 Sep 2022 ran 0 of 5 samples (5 unverified)
Pure Transformers are Powerful Graph Learners 2 1 6 Jul 2022 ran 7 of 7 samples (0 unverified; 7 pointer-only for licence)
Recipe for a General, Powerful, Scalable Graph Transformer 4 1 25 May 2022 ran 3 of 21 samples (18 unverified)
Relational Reasoning Over Spatial-Temporal Graphs for Video Summarization 0 1 6 Apr 2022 not harvested
A New Perspective on the Effects of Spectrum in Graph Neural Networks 1 1 14 Dec 2021 ran 0 of 2 samples (2 unverified)
DropGNN: Random Dropouts Increase the Expressiveness of Graph Neural Networks 1 1 11 Nov 2021 ran 0 of 3 samples (3 unverified)
Do Transformers Really Perform Bad for Graph Representation? 5 1 9 Jun 2021 not harvested
How Attentive are Graph Attention Networks? 8 1 30 May 2021 ran 6 of 16 samples (10 unverified; 1 pointer-only for licence)
Principal Neighbourhood Aggregation for Graph Nets 8 1 12 Apr 2020 ran 33 of 55 samples (22 unverified; 48 pointer-only for licence)
ASAP: Adaptive Structure Aware Pooling for Learning Hierarchical Graph Representations 1 1 18 Nov 2019 not harvested
Hierarchical Graph Pooling with Structure Learning 3 1 14 Nov 2019 not harvested
Provably Powerful Graph Networks 2 1 27 May 2019 ran 0 of 8 samples (8 unverified)
Graph Convolutional Networks with EigenPooling 1 1 30 Apr 2019 not harvested
Self-Attention Graph Pooling 3 2 17 Apr 2019 not harvested
Weisfeiler and Leman go sparse: Towards scalable higher-order graph embeddings 1 1 2 Apr 2019 ran 0 of 1 samples (1 unverified; 1 pointer-only for licence)
Unsupervised Inductive Graph-Level Representation Learning via Graph-Graph Proximity 1 2 1 Apr 2019 not harvested
Subgraph Networks with Application to Structural Feature Space Expansion 0 1 21 Mar 2019 not harvested
Capsule Neural Networks for Graph Classification using Explicit Tensorial Graph Representations 0 1 22 Feb 2019 not harvested
Propagation kernels: efficient graph kernels from propagated information 1 1 1 Feb 2019 not harvested
Spectral Multigraph Networks for Discovering and Fusing Relationships in Molecules 1 1 23 Nov 2018 not harvested
Gaussian-Induced Convolution for Graphs 0 1 11 Nov 2018 not harvested
How Powerful are Graph Neural Networks? 19 1 1 Oct 2018 ran 3 of 10 samples (7 unverified; 5 pointer-only for licence)
When Work Matters: Transforming Classical Network Structures to Graph CNN 0 1 7 Jul 2018 not harvested

The full list of 36 is in the JSON twin.

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

No licence recorded in the archive. Absence here is not a statement about the dataset's terms.

Modalities archive 2025-07-28

Languages archive 2025-07-28

Variants archive 2025-07-28

  • NCI109

1 variant name, as the archive lists them.

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