Datasets › PROTEINS › Papers where code ran, page 1
PROTEINS
Papers archive 2025-07-28
papers with a benchmark row: 85 · with a code link: 66 · where Syntology ran a sample: 25 (24 with a run with no instrument failure, 1 where every run was a failure of Syntology's instrument) Syntology
Show:
all papers with a benchmark row only where code ran (25 of 85 with a benchmark row: 24 with a run with no instrument failure, 1 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 25 of the 25 papers with a benchmark row here where Syntology ran at least one harvested sample (24 with a run with no instrument failure, 1 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.
A run counts when it is a run with no instrument failure any run, instrument failures included The first hides, in your browser, the papers where every run was a failure of Syntology's instrument; the second shows every paper on this page.
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 371. 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
PANDA: Expanded Width-Aware Message Passing Beyond Rewiring
1
4
6 Jun 2024
official (archive's flag): 7 ran · 7 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; 2 where Syntology's instrument failed) · 2 unverified (3 pointer-only for licence )
Fine-tuning Graph Neural Networks by Preserving Graph Generative Patterns
1
1
21 Dec 2023
official (archive's flag): 13 ran · 13 ran (of which 0 constructed an object rather than computing a result; 12 with no instrument failure: 2 honoured, 1 violated, 9 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (13 pointer-only for licence )
Graph-level Representation Learning with Joint-Embedding Predictive Architectures
1
1
27 Sep 2023
official (archive's flag): 10 ran · 10 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 2 honoured, 0 violated, 7 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (4 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
Cell Attention Networks
1
1
16 Sep 2022
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) · 3 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
Recipe for a General, Powerful, Scalable Graph Transformer
4
1
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
DropGNN: Random Dropouts Increase the Expressiveness of Graph Neural Networks
1
1
11 Nov 2021
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) · 1 unverified
Maximum Entropy Weighted Independent Set Pooling for Graph Neural Networks
1
1
3 Jul 2021
official (archive's flag): 2 ran · 2 ran (of which 1 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) · 0 unverified (2 pointer-only for licence )
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 )
Accurate Learning of Graph Representations with Graph Multiset Pooling
1
1
23 Feb 2021
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) · 1 unverified; every one of the 4 samples that ran constructed an object rather than computing a result (5 pointer-only for licence )
Principal Neighbourhood Aggregation for Graph Nets
8
1
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 )
Hierarchical Representation Learning in Graph Neural Networks with Node Decimation Pooling
1
1
24 Oct 2019
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 )
Universal Graph Transformer Self-Attention Networks
1
2
26 Sep 2019
official (archive's flag): 4 ran · 4 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; 2 where Syntology's instrument failed) · 0 unverified
Improving Attention Mechanism in Graph Neural Networks via Cardinality Preservation
1
1
4 Jul 2019
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
Graph Star Net for Generalized Multi-Task Learning
1
1
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 )
Wasserstein Weisfeiler-Lehman Graph Kernels
2
1
4 Jun 2019
official (archive's flag): 4 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) · 6 unverified
Provably Powerful Graph Networks
2
1
27 May 2019
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) · 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 )
How Powerful are Graph Neural Networks?
19
2
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
Optimal Transport for structured data with application on graphs
2
1
23 May 2018
3 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 1 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence )
Graph Attention Networks
93
1
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 )
graph2vec: Learning Distributed Representations of Graphs
6
1
17 Jul 2017
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) · 0 unverified (2 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 )