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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)

Page 2 of 2: papers 101 to 107 of 107 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 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
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)