Datasets › Pubmed › Papers, page 2
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 row only 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 2026-09-28 , the first build that kept a record date for it; when this build read Syntology's graph is in the build record .
Paper Code Results Date Samples 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 )