Datasets › OGB › Papers where code ran, page 1

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)

Syntology We ran code from the paper's repository; we did not run it on this dataset or check it against this dataset's benchmarks.

Page 1 of 1: papers 1 to 65 of the 65 papers with a benchmark row here where Syntology ran at least one harvested sample (61 with a run with no instrument failure, 4 where every run was a failure of Syntology's instrument), newest first by the archive's date (ties by arXiv id). This is a filter on Syntology's record ordered by date only, not a ranking; a run is not a correctness claim. A paper missing from this list is not a recorded non-run: it may have no arXiv id, no harvested code, or only samples that have not run yet.

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
Unlocking the Potential of Classic GNNs for Graph-level Tasks: Simple Architectures Meet Excellence 1 6 13 Feb 2025 official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified (3 pointer-only for licence)
Can GNNs Learn Link Heuristics? A Concise Review and Evaluation of Link Prediction Methods 1 3 22 Nov 2024 official (archive's flag): 3 ran · 3 ran (of which 0 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) · 0 unverified
Next Level Message-Passing with Hierarchical Support Graphs 1 1 22 Jun 2024 official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 2 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (6 pointer-only for licence)
Classic GNNs are Strong Baselines: Reassessing GNNs for Node Classification 1 6 13 Jun 2024 official (archive's flag): 5 ran · 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) · 4 unverified (3 pointer-only for licence)
Polynormer: Polynomial-Expressive Graph Transformer in Linear Time 2 2 2 Mar 2024 official (archive's flag): 5 ran · 5 ran (of which 2 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) · 3 unverified
Triplet Interaction Improves Graph Transformers: Accurate Molecular Graph Learning with Triplet Graph Transformers 3 1 7 Feb 2024 official (archive's flag): 9 ran · 10 ran (of which 1 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) · 3 unverified
Efficient Heterogeneous Graph Learning via Random Projection 1 1 23 Oct 2023 official (archive's flag): 5 ran · 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) · 3 unverified (8 pointer-only for licence)
Higher-order Graph Convolutional Network with Flower-Petals Laplacians on Simplicial Complexes 1 1 22 Sep 2023 official (archive's flag): 1 ran · 1 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; 1 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
Pure Message Passing Can Estimate Common Neighbor for Link Prediction 1 2 2 Sep 2023 official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 0 honoured, 0 violated, 8 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (10 pointer-only for licence)
SimTeG: A Frustratingly Simple Approach Improves Textual Graph Learning 2 2 3 Aug 2023 official (archive's flag): 3 ran · 3 ran (of which 0 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) · 1 unverified
Long-range Meta-path Search on Large-scale Heterogeneous Graphs 4 3 17 Jul 2023 official (archive's flag): 3 ran · 3 ran (of which 0 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) · 4 unverified (7 pointer-only for licence)
Harnessing Explanations: LLM-to-LM Interpreter for Enhanced Text-Attributed Graph Representation Learning 3 1 31 May 2023 official (archive's flag): 6 ran · 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 1 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence)
Graph Propagation Transformer for Graph Representation Learning 1 1 19 May 2023 official (archive's flag): 4 ran · 4 ran (of which 4 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) · 4 unverified; every one of the 4 samples that ran constructed an object rather than computing a result (8 pointer-only for licence)
Towards Better Graph Representation Learning with Parameterized Decomposition & Filtering 2 1 10 May 2023 official (archive's flag): 3 ran · 3 ran (of which 0 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) · 1 unverified
ContraNorm: A Contrastive Learning Perspective on Oversmoothing and Beyond 2 1 12 Mar 2023 official (archive's flag): 1 ran · 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
Transformers over Directed Acyclic Graphs 1 1 24 Oct 2022 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 2 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (3 pointer-only for licence)
A Comprehensive Study on Large-Scale Graph Training: Benchmarking and Rethinking 2 1 14 Oct 2022 official (archive's flag): 4 ran · 4 ran (of which 4 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) · 2 unverified; every one of the 4 samples that ran constructed an object rather than computing a result
E2EG: End-to-End Node Classification Using Graph Topology and Text-based Node Attributes 1 2 9 Aug 2022 official (archive's flag): 5 ran · 5 ran (of which 0 constructed an object rather than computing a result; 3 with no instrument failure: 1 honoured, 0 violated, 2 with no contract checked; 2 where Syntology's instrument failed) · 4 unverified (4 pointer-only for licence)
A*Net: A Scalable Path-based Reasoning Approach for Knowledge Graphs 2 1 7 Jun 2022 official (archive's flag): 6 ran · 6 ran (of which 0 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) · 1 unverified (1 pointer-only for licence)
StarGraph: Knowledge Representation Learning based on Incomplete Two-hop Subgraph 2 1 27 May 2022 official (archive's flag): 5 ran · 5 ran (of which 4 constructed an object rather than computing a result; 5 with no instrument failure: 1 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (6 pointer-only for licence)
Recipe for a General, Powerful, Scalable Graph Transformer 4 4 25 May 2022 community repositories only · 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) · 18 unverified
Algorithm and System Co-design for Efficient Subgraph-based Graph Representation Learning 3 1 28 Feb 2022 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
Structure-Aware Transformer for Graph Representation Learning 3 1 7 Feb 2022 official (archive's flag): 2 ran · 8 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 3 honoured, 0 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence)
Interpretable and Generalizable Graph Learning via Stochastic Attention Mechanism 2 1 31 Jan 2022 official (archive's flag): 9 ran · 9 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 1 honoured, 0 violated, 7 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (5 pointer-only for licence)
Decoupling the Depth and Scope of Graph Neural Networks 1 2 19 Jan 2022 official (archive's flag): 1 ran · 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) · 1 unverified (2 pointer-only for licence)
SCR: Training Graph Neural Networks with Consistency Regularization 4 15 8 Dec 2021 official (archive's flag): 1 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence)
Pairwise Learning for Neural Link Prediction 2 4 6 Dec 2021 official (archive's flag): 1 ran · 1 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; 1 where Syntology's instrument failed) · 2 unverified (3 pointer-only for licence)
Node Feature Extraction by Self-Supervised Multi-scale Neighborhood Prediction 4 8 29 Oct 2021 official (archive's flag): 4 ran · 17 ran (of which 0 constructed an object rather than computing a result; 15 with no instrument failure: 3 honoured, 0 violated, 12 with no contract checked; 2 where Syntology's instrument failed) · 3 unverified (2 pointer-only for licence)
Nested Graph Neural Networks 2 5 25 Oct 2021 official (archive's flag): 1 ran · 1 ran (of which 1 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) · 1 unverified; the one sample that ran constructed an object rather than computing a result
Graph-less Neural Networks: Teaching Old MLPs New Tricks via Distillation 1 2 17 Oct 2021 official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 1 violated, 5 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (8 pointer-only for licence)
From Stars to Subgraphs: Uplifting Any GNN with Local Structure Awareness 2 1 7 Oct 2021 official (archive's flag): 15 ran · 15 ran (of which 0 constructed an object rather than computing a result; 15 with no instrument failure: 1 honoured, 0 violated, 14 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (2 pointer-only for licence)
Global Self-Attention as a Replacement for Graph Convolution 3 2 7 Aug 2021 official (archive's flag): 3 ran · 3 ran (of which 0 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) · 1 unverified
NodePiece: Compositional and Parameter-Efficient Representations of Large Knowledge Graphs 4 1 23 Jun 2021 official: harvested, nothing 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) · 3 unverified
Training Graph Neural Networks with 1000 Layers 4 5 14 Jun 2021 official (archive's flag): 11 ran · 11 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; 1 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction 3 1 13 Jun 2021 official (archive's flag): 2 ran · 12 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; 2 where Syntology's instrument failed) · 3 unverified (2 pointer-only for licence)
Learning from Counterfactual Links for Link Prediction 1 1 3 Jun 2021 official (archive's flag): 3 ran · 3 ran (of which 3 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) · 0 unverified; every one of the 3 samples that ran constructed an object rather than computing a result
How Attentive are Graph Attention Networks? 8 1 30 May 2021 community repositories only · 11 ran (of which 1 constructed an object rather than computing a result; 11 with no instrument failure: 0 honoured, 0 violated, 11 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified (1 pointer-only for licence)
Scalable and Adaptive Graph Neural Networks with Self-Label-Enhanced training 1 8 19 Apr 2021 official (archive's flag): 5 ran · 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) · 1 unverified (1 pointer-only for licence)
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)
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
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)
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)
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
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)
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)
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)