Datasets › Citeseer › Papers where code ran, page 1

Citeseer

Papers archive 2025-07-28

papers with a benchmark row: 107 · with a code link: 98 · where Syntology ran a sample: 39 (33 with a run with no instrument failure, 6 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (39 of 107 with a benchmark row: 33 with a run with no instrument failure, 6 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 39 of the 39 papers with a benchmark row here where Syntology ran at least one harvested sample (33 with a run with no instrument failure, 6 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 381. 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
Classic GNNs are Strong Baselines: Reassessing GNNs for Node Classification 1 1 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)
Transitivity-Preserving Graph Representation Learning for Bridging Local Connectivity and Role-based Similarity 3 1 18 Aug 2023 official (archive's flag): 3 ran · 19 ran (of which 0 constructed an object rather than computing a result; 16 with no instrument failure: 0 honoured, 0 violated, 16 with no contract checked; 3 where Syntology's instrument failed) · 7 unverified
TREE-G: Decision Trees Contesting Graph Neural Networks 1 1 6 Jul 2022 official (archive's flag): 9 ran · 9 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified
How to Find Your Friendly Neighborhood: Graph Attention Design with Self-Supervision 2 1 11 Apr 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, 1 violated, 0 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence)
Understanding over-squashing and bottlenecks on graphs via curvature 4 1 29 Nov 2021 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) · 1 unverified
Graph-less Neural Networks: Teaching Old MLPs New Tricks via Distillation 1 1 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)
Rethinking Graph Auto-Encoder Models for Attributed Graph Clustering 1 2 19 Jul 2021 official (archive's flag): 3 ran · 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 2 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified
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)
Extract the Knowledge of Graph Neural Networks and Go Beyond it: An Effective Knowledge Distillation Framework 1 1 4 Mar 2021 official (archive's flag): 2 ran · 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 (3 pointer-only for licence)
Graph InfoClust: Leveraging cluster-level node information for unsupervised graph representation learning 2 2 15 Sep 2020 2 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; 1 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence)
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 2 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)
Data Augmentation for Graph Neural Networks 2 1 11 Jun 2020 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
Deep Graph Contrastive Representation Learning 3 1 7 Jun 2020 official: no sample here; runs from other or unrecorded repositories · 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)
Graph Random Neural Network for Semi-Supervised Learning on Graphs 9 1 22 May 2020 official (archive's flag): 2 ran · 15 ran (of which 1 constructed an object rather than computing a result; 9 with no instrument failure: 1 honoured, 0 violated, 8 with no contract checked; 6 where Syntology's instrument failed) · 7 unverified
Unifying Graph Convolutional Neural Networks and Label Propagation 2 1 17 Feb 2020 9 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 1 honoured, 1 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified
GraphAIR: Graph Representation Learning with Neighborhood Aggregation and Interaction 1 1 5 Nov 2019 official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 3 honoured, 2 violated, 1 with no contract checked; 1 where Syntology's instrument failed) · 4 unverified (7 pointer-only for licence)
RWR-GAE: Random Walk Regularization for Graph Auto Encoders 1 2 12 Aug 2019 official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 1 honoured, 1 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified
DropEdge: Towards Deep Graph Convolutional Networks on Node Classification 7 1 25 Jul 2019 community repositories only · 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) · 1 unverified
Certifiable Robustness and Robust Training for Graph Convolutional Networks 1 1 28 Jun 2019 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
Graph Star Net for Generalized Multi-Task Learning 1 2 21 Jun 2019 2 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; 1 where Syntology's instrument failed) · 4 unverified (1 pointer-only for licence)
Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks 1 11 5 Jun 2019 official (archive's flag): 5 ran · 5 ran (of which 0 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) · 4 unverified
Graph U-Nets 3 1 11 May 2019 community repositories only · 3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 2 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (2 pointer-only for licence)
GraphNAS: Graph Neural Architecture Search with Reinforcement Learning 1 1 22 Apr 2019 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
Hierarchical Graph Convolutional Networks for Semi-supervised Node Classification 1 1 13 Feb 2019 official (archive's flag): 10 ran · 10 ran (of which 0 constructed an object rather than computing a result; 8 with no instrument failure: 3 honoured, 2 violated, 3 with no contract checked; 2 where Syntology's instrument failed) · 3 unverified (7 pointer-only for licence)
Multi-Task Graph Autoencoders 1 2 7 Nov 2018 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) · 6 unverified (1 pointer-only for licence)
Predict then Propagate: Graph Neural Networks meet Personalized PageRank 5 2 14 Oct 2018 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) · 1 unverified (1 pointer-only for licence)
Deep Graph Infomax 11 1 27 Sep 2018 official (archive's flag): 3 ran · 26 ran (of which 11 constructed an object rather than computing a result; 22 with no instrument failure: 2 honoured, 1 violated, 19 with no contract checked; 4 where Syntology's instrument failed) · 9 unverified (10 pointer-only for licence)
Hyperspherical Variational Auto-Encoders 9 1 3 Apr 2018 official: harvested, nothing 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) · 6 unverified
Graph Attention Networks 93 4 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 4 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)
Neural Message Passing for Quantum Chemistry 20 1 4 Apr 2017 community repositories only · 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 (1 pointer-only for licence)
Variational Graph Auto-Encoders 22 2 21 Nov 2016 community repositories only · 11 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 3 honoured, 0 violated, 4 with no contract checked; 4 where Syntology's instrument failed) · 2 unverified (4 pointer-only for licence)
Semi-Supervised Classification with Graph Convolutional Networks 55 1 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)
Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering 5 4 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)
Revisiting Semi-Supervised Learning with Graph Embeddings 26 1 29 Mar 2016 15 ran (of which 4 constructed an object rather than computing a result; 13 with no instrument failure: 3 honoured, 2 violated, 8 with no contract checked; 2 where Syntology's instrument failed) · 13 unverified (11 pointer-only for licence)
Gated Graph Sequence Neural Networks 13 2 17 Nov 2015 9 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified
Diffusion-Convolutional Neural Networks 3 3 6 Nov 2015 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
Convolutional Networks on Graphs for Learning Molecular Fingerprints 8 3 30 Sep 2015 official (archive's flag): 7 ran · 17 ran (of which 0 constructed an object rather than computing a result; 17 with no instrument failure: 0 honoured, 0 violated, 17 with no contract checked; 0 where Syntology's instrument failed) · 9 unverified (1 pointer-only for licence)