| PairRE: Knowledge Graph Embeddings via Paired Relation Vectors |
2 |
2 |
7 Nov 2020 |
not harvested |
| Labeling Trick: A Theory of Using Graph Neural Networks for Multi-Node Representation Learning |
2 |
5 |
30 Oct 2020 |
official (archive's flag): 3 ran · 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) · 4 unverified (3 pointer-only for licence) |
| Combining Label Propagation and Simple Models Out-performs Graph Neural Networks |
7 |
13 |
27 Oct 2020 |
official (archive's flag): 2 ran · 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) · 2 unverified (2 pointer-only for licence) |
| Robust Optimization as Data Augmentation for Large-scale Graphs |
3 |
25 |
19 Oct 2020 |
official (archive's flag): 12 ran · 12 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 0 honoured, 0 violated, 11 with no contract checked; 1 where Syntology's instrument failed) · 3 unverified (1 pointer-only for licence) |
| Directional Graph Networks |
2 |
2 |
6 Oct 2020 |
community repositories only · 13 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 3 honoured, 1 violated, 7 with no contract checked; 2 where Syntology's instrument failed) · 1 unverified (5 pointer-only for licence) |
| Masked Label Prediction: Unified Message Passing Model for Semi-Supervised Classification |
3 |
7 |
8 Sep 2020 |
official (archive's flag): 3 ran · 7 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 2 violated, 4 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence) |
| GraphNorm: A Principled Approach to Accelerating Graph Neural Network Training |
1 |
1 |
7 Sep 2020 |
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 |
| 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 |
1 |
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) |
| Hierarchical Inter-Message Passing for Learning on Molecular Graphs |
1 |
1 |
22 Jun 2020 |
not harvested |
| Improving Graph Neural Network Expressivity via Subgraph Isomorphism Counting |
2 |
2 |
16 Jun 2020 |
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) · 0 unverified |
| Wasserstein Embedding for Graph Learning |
1 |
1 |
16 Jun 2020 |
not harvested |
| Global Attention Improves Graph Networks Generalization |
3 |
3 |
14 Jun 2020 |
4 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 3 where Syntology's instrument failed) · 0 unverified (4 pointer-only for licence) |
| DeeperGCN: All You Need to Train Deeper GCNs |
3 |
8 |
13 Jun 2020 |
not harvested |
| Bandit Samplers for Training Graph Neural Networks |
2 |
1 |
10 Jun 2020 |
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) · 5 unverified (3 pointer-only for licence) |
| Open Graph Benchmark: Datasets for Machine Learning on Graphs |
21 |
9 |
2 May 2020 |
community repositories only · 12 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 0 honoured, 0 violated, 11 with no contract checked; 1 where Syntology's instrument failed) · 5 unverified (15 pointer-only for licence) |
| SIGN: Scalable Inception Graph Neural Networks |
5 |
5 |
23 Apr 2020 |
official (archive's flag): 2 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 2 honoured, 0 violated, 2 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified |
| Principal Neighbourhood Aggregation for Graph Nets |
8 |
2 |
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) |
| Heterogeneous Graph Transformer |
4 |
2 |
3 Mar 2020 |
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) · 4 unverified (3 pointer-only for licence) |
| GraphSAINT: Graph Sampling Based Inductive Learning Method |
8 |
5 |
10 Jul 2019 |
not harvested |
| A Persistent Weisfeiler–Lehman Procedure for Graph Classification |
1 |
1 |
9 Jun 2019 |
not harvested |
| Cluster-GCN: An Efficient Algorithm for Training Deep and Large Graph Convolutional Networks |
6 |
5 |
20 May 2019 |
not harvested |
| AutoSF: Searching Scoring Functions for Knowledge Graph Embedding |
3 |
2 |
26 Apr 2019 |
not harvested |
| RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space |
10 |
3 |
26 Feb 2019 |
community repositories only · 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) · 0 unverified |
| Simplifying Graph Convolutional Networks |
7 |
1 |
19 Feb 2019 |
official (archive's flag): 8 ran · 8 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 2 honoured, 0 violated, 5 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (2 pointer-only for licence) |
| How Powerful are Graph Neural Networks? |
19 |
8 |
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 |
| Representation Learning on Graphs with Jumping Knowledge Networks |
5 |
1 |
9 Jun 2018 |
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 |
| GaAN: Gated Attention Networks for Learning on Large and Spatiotemporal Graphs |
1 |
2 |
20 Mar 2018 |
not harvested |
| Graph Attention Networks |
93 |
5 |
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) |
| metapath2vec: Scalable Representation Learning for Heterogeneous Networks |
1 |
1 |
1 Aug 2017 |
not harvested |
| Inductive Representation Learning on Large Graphs |
20 |
15 |
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) |
| Modeling Relational Data with Graph Convolutional Networks |
27 |
2 |
17 Mar 2017 |
official (archive's flag): 5 ran · 18 ran (of which 3 constructed an object rather than computing a result; 13 with no instrument failure: 1 honoured, 1 violated, 11 with no contract checked; 5 where Syntology's instrument failed) · 14 unverified (15 pointer-only for licence) |
| Semi-Supervised Classification with Graph Convolutional Networks |
55 |
21 |
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) |
| node2vec: Scalable Feature Learning for Networks |
20 |
8 |
3 Jul 2016 |
official: no sample here; runs from other or unrecorded repositories · 15 ran (of which 2 constructed an object rather than computing a result; 13 with no instrument failure: 2 honoured, 0 violated, 11 with no contract checked; 2 where Syntology's instrument failed) · 10 unverified (3 pointer-only for licence) |
| Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering |
5 |
1 |
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) |
| Complex Embeddings for Simple Link Prediction |
9 |
3 |
20 Jun 2016 |
not harvested |
| Embedding Entities and Relations for Learning and Inference in Knowledge Bases |
10 |
3 |
20 Dec 2014 |
not harvested |
| DeepWalk: Online Learning of Social Representations |
14 |
3 |
26 Mar 2014 |
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 (1 pointer-only for licence) |
| Predicting Missing Links via Local Information |
3 |
1 |
|
0 ran · 3 unverified (3 pointer-only for licence) |
| On the effect of the average clustering coefficient on topology-based link prediction in featureless graphs |
1 |
1 |
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not harvested |