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Pubmed

Papers archive 2025-07-28

papers with a benchmark row: 133 · with a code link: 118 · where Syntology ran a sample: 44 (39 with a run with no instrument failure, 5 where every run was a failure of Syntology's instrument) Syntology

Show: all papers with a benchmark rowonly where code ran (44 of 133 with a benchmark row: 39 with a run with no instrument failure, 5 where every run was a failure of Syntology's instrument)

Page 2 of 2: papers 101 to 133 of 133 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 1,236. 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
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
Graph Wavelet Neural Network 1 1 12 Apr 2019 not harvested
SciBERT: A Pretrained Language Model for Scientific Text 6 1 26 Mar 2019 not harvested
Fast Graph Representation Learning with PyTorch Geometric 6 1 6 Mar 2019 official: harvested for another paper · 0 ran · 2 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)
LanczosNet: Multi-Scale Deep Graph Convolutional Networks 1 8 6 Jan 2019 not harvested
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)
Deep Autoencoder-like Nonnegative Matrix Factorization for Community Detection 2 1 22 Oct 2018 not harvested
Predict then Propagate: Graph Neural Networks meet Personalized PageRank 5 1 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)
Encoding Robust Representation for Graph Generation 1 1 28 Sep 2018 not harvested
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)
Every Node Counts: Self-Ensembling Graph Convolutional Networks for Semi-Supervised Learning 1 1 26 Sep 2018 not harvested
Adaptive Sampling Towards Fast Graph Representation Learning 2 1 14 Sep 2018 not harvested
Hierarchical Neural Networks for Sequential Sentence Classification in Medical Scientific Abstracts 1 1 19 Aug 2018 not harvested
Large-Scale Learnable Graph Convolutional Networks 1 1 12 Aug 2018 not harvested
A Discourse-Aware Attention Model for Abstractive Summarization of Long Documents 3 4 16 Apr 2018 official (archive's flag): 6 ran · 7 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; 1 where Syntology's instrument failed) · 7 unverified
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
Graphite: Iterative Generative Modeling of Graphs 1 1 28 Mar 2018 not harvested
N-GCN: Multi-scale Graph Convolution for Semi-supervised Node Classification 1 1 24 Feb 2018 not harvested
Learning to Make Predictions on Graphs with Autoencoders 2 1 23 Feb 2018 not harvested
Adversarially Regularized Graph Autoencoder for Graph Embedding 4 1 13 Feb 2018 not harvested
FastGCN: Fast Learning with Graph Convolutional Networks via Importance Sampling 4 1 30 Jan 2018 official: harvested, nothing ran · 0 ran · 3 unverified (3 pointer-only for licence)
SplineCNN: Fast Geometric Deep Learning with Continuous B-Spline Kernels 5 1 24 Nov 2017 not harvested
Graph Attention Networks 93 6 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 5 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)
Get To The Point: Summarization with Pointer-Generator Networks 39 1 14 Apr 2017 official: no sample here; runs from other or unrecorded repositories · 30 ran (of which 11 constructed an object rather than computing a result; 25 with no instrument failure: 4 honoured, 2 violated, 19 with no contract checked; 5 where Syntology's instrument failed) · 34 unverified (44 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 5 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 4 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 4 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 4 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)