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OGB (Open Graph Benchmark)

Papers archive 2025-07-28

papers with a benchmark row: 141 · with a code link: 133 · where Syntology ran a sample: 65 (61 with a run with no instrument failure, 4 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (65 of 141 with a benchmark row: 61 with a run with no instrument failure, 4 where every run was a failure of Syntology's instrument)

Page 2 of 2: papers 101 to 141 of 141 with a leaderboard row on this dataset's benchmarks, newest first by the archive's date (ties by slug; undated papers last).

The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset, not that list; the archive's count for this dataset is 1,000. The Syntology column is from Syntology's graph, stated per sample; it is not part of any archive number. A line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified” (C is a part of N, never taken away from it); the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. When the archive marks a repository official for the paper, the cell starts with that repository's state (the archive's flag, not a verdict on who wrote the code; “community repositories only” when every sample that ran came from a community repository, “official: no sample here; runs from other or unrecorded repositories” when some came from a repository the paper names or has in its text, or from none recorded); hover it for the repositories the samples that ran came from. Syntology's record for this page has not changed since , the first build that kept a record date for it; when this build read Syntology's graph is in the build record.

PaperCodeResultsDateSamples run Syntology
PairRE: Knowledge Graph Embeddings via Paired Relation Vectors 2 2 7 Nov 2020 not harvested
Labeling Trick: A Theory of Using Graph Neural Networks for Multi-Node Representation Learning 2 5 30 Oct 2020 official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 2 where Syntology's instrument failed) · 4 unverified (3 pointer-only for licence)
Combining Label Propagation and Simple Models Out-performs Graph Neural Networks 7 13 27 Oct 2020 official (archive's flag): 2 ran · 3 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 2 where Syntology's instrument failed) · 2 unverified (2 pointer-only for licence)
Robust Optimization as Data Augmentation for Large-scale Graphs 3 25 19 Oct 2020 official (archive's flag): 12 ran · 12 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 0 honoured, 0 violated, 11 with no contract checked; 1 where Syntology's instrument failed) · 3 unverified (1 pointer-only for licence)
Directional Graph Networks 2 2 6 Oct 2020 community repositories only · 13 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 3 honoured, 1 violated, 7 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (5 pointer-only for licence)
Masked Label Prediction: Unified Message Passing Model for Semi-Supervised Classification 3 7 8 Sep 2020 official (archive's flag): 3 ran · 7 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 2 violated, 4 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
GraphNorm: A Principled Approach to Accelerating Graph Neural Network Training 1 1 7 Sep 2020 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Towards Deeper Graph Neural Networks 3 1 18 Jul 2020 official (archive's flag): 2 ran · 3 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence)
Simple and Deep Graph Convolutional Networks 4 1 4 Jul 2020 official (archive's flag): 2 ran · 5 ran (of which 5 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified; every one of the 5 samples that ran constructed an object rather than computing a result (4 pointer-only for licence)
Hierarchical Inter-Message Passing for Learning on Molecular Graphs 1 1 22 Jun 2020 not harvested
Improving Graph Neural Network Expressivity via Subgraph Isomorphism Counting 2 2 16 Jun 2020 official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Wasserstein Embedding for Graph Learning 1 1 16 Jun 2020 not harvested
Global Attention Improves Graph Networks Generalization 3 3 14 Jun 2020 4 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (4 pointer-only for licence)
DeeperGCN: All You Need to Train Deeper GCNs 3 8 13 Jun 2020 not harvested
Bandit Samplers for Training Graph Neural Networks 2 1 10 Jun 2020 official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 1 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified (3 pointer-only for licence)
Open Graph Benchmark: Datasets for Machine Learning on Graphs 21 9 2 May 2020 community repositories only · 12 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 0 honoured, 0 violated, 11 with no contract checked; 1 where Syntology's instrument failed) · 5 unverified (15 pointer-only for licence)
SIGN: Scalable Inception Graph Neural Networks 5 5 23 Apr 2020 official (archive's flag): 2 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 2 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified
Principal Neighbourhood Aggregation for Graph Nets 8 2 12 Apr 2020 community repositories only · 33 ran (of which 4 constructed an object rather than computing a result; 11 with no instrument failure: 4 honoured, 0 violated, 7 with no contract checked; 22 where Syntology's instrument failed) · 22 unverified (48 pointer-only for licence)
Heterogeneous Graph Transformer 4 2 3 Mar 2020 official (archive's flag): 2 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified (3 pointer-only for licence)
GraphSAINT: Graph Sampling Based Inductive Learning Method 8 5 10 Jul 2019 not harvested
A Persistent Weisfeiler–Lehman Procedure for Graph Classification 1 1 9 Jun 2019 not harvested
Cluster-GCN: An Efficient Algorithm for Training Deep and Large Graph Convolutional Networks 6 5 20 May 2019 not harvested
AutoSF: Searching Scoring Functions for Knowledge Graph Embedding 3 2 26 Apr 2019 not harvested
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space 10 3 26 Feb 2019 community repositories only · 5 ran (of which 0 constructed an object rather than computing a result; 5 with no instrument failure: 0 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
Simplifying Graph Convolutional Networks 7 1 19 Feb 2019 official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 2 honoured, 0 violated, 5 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence)
How Powerful are Graph Neural Networks? 19 8 1 Oct 2018 official (archive's flag): 2 ran · 6 ran (of which 2 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified (5 pointer-only for licence)
Hierarchical Graph Representation Learning with Differentiable Pooling 14 1 22 Jun 2018 10 ran (of which 0 constructed an object rather than computing a result; 10 with no instrument failure: 0 honoured, 0 violated, 10 with no contract checked; 0 where Syntology's instrument failed) · 10 unverified
Representation Learning on Graphs with Jumping Knowledge Networks 5 1 9 Jun 2018 1 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 0 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified
GaAN: Gated Attention Networks for Learning on Large and Spatiotemporal Graphs 1 2 20 Mar 2018 not harvested
Graph Attention Networks 93 5 30 Oct 2017 community repositories only · 61 ran (of which 28 constructed an object rather than computing a result; 52 with no instrument failure: 1 honoured, 2 violated, 49 with no contract checked; 9 where Syntology's instrument failed) · 45 unverified (46 pointer-only for licence)
metapath2vec: Scalable Representation Learning for Heterogeneous Networks 1 1 1 Aug 2017 not harvested
Inductive Representation Learning on Large Graphs 20 15 7 Jun 2017 community repositories only · 3 ran (of which 2 constructed an object rather than computing a result; 3 with no instrument failure: 0 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (5 pointer-only for licence)
Modeling Relational Data with Graph Convolutional Networks 27 2 17 Mar 2017 official (archive's flag): 5 ran · 18 ran (of which 3 constructed an object rather than computing a result; 13 with no instrument failure: 1 honoured, 1 violated, 11 with no contract checked; 5 where Syntology's instrument failed) · 14 unverified (15 pointer-only for licence)
Semi-Supervised Classification with Graph Convolutional Networks 55 21 9 Sep 2016 community repositories only · 39 ran (of which 13 constructed an object rather than computing a result; 34 with no instrument failure: 0 honoured, 1 violated, 33 with no contract checked; 5 where Syntology's instrument failed) · 19 unverified (23 pointer-only for licence)
node2vec: Scalable Feature Learning for Networks 20 8 3 Jul 2016 official: no sample here; runs from other or unrecorded repositories · 15 ran (of which 2 constructed an object rather than computing a result; 13 with no instrument failure: 2 honoured, 0 violated, 11 with no contract checked; 2 where Syntology's instrument failed) · 10 unverified (3 pointer-only for licence)
Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering 5 1 30 Jun 2016 official: harvested, nothing ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified (2 pointer-only for licence)
Complex Embeddings for Simple Link Prediction 9 3 20 Jun 2016 not harvested
Embedding Entities and Relations for Learning and Inference in Knowledge Bases 10 3 20 Dec 2014 not harvested
DeepWalk: Online Learning of Social Representations 14 3 26 Mar 2014 2 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence)
Predicting Missing Links via Local Information 3 1 0 ran · 3 unverified (3 pointer-only for licence)
On the effect of the average clustering coefficient on topology-based link prediction in featureless graphs 1 1 not harvested