| Classic GNNs are Strong Baselines: Reassessing GNNs for Node Classification |
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13 Jun 2024 |
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) · 4 unverified (3 pointer-only for licence) |
| TREE-G: Decision Trees Contesting Graph Neural Networks |
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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 |
| How to Find Your Friendly Neighborhood: Graph Attention Design with Self-Supervision |
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11 Apr 2022 |
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) |
| LongT5: Efficient Text-To-Text Transformer for Long Sequences |
4 |
1 |
15 Dec 2021 |
official (archive's flag): 1 ran · 1 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; 1 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence) |
| Understanding over-squashing and bottlenecks on graphs via curvature |
4 |
1 |
29 Nov 2021 |
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) · 1 unverified |
| Graph-less Neural Networks: Teaching Old MLPs New Tricks via Distillation |
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17 Oct 2021 |
official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 1 violated, 5 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (8 pointer-only for licence) |
| Fastformer: Additive Attention Can Be All You Need |
13 |
1 |
20 Aug 2021 |
official: no sample here; runs from other or unrecorded repositories · 4 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 0 honoured, 2 violated, 0 with no contract checked; 2 where Syntology's instrument failed) · 0 unverified (3 pointer-only for licence) |
| Rethinking Graph Auto-Encoder Models for Attributed Graph Clustering |
1 |
2 |
19 Jul 2021 |
official (archive's flag): 3 ran · 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) · 0 unverified |
| Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction |
3 |
1 |
13 Jun 2021 |
official (archive's flag): 2 ran · 12 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; 2 where Syntology's instrument failed) · 3 unverified (2 pointer-only for licence) |
| Extract the Knowledge of Graph Neural Networks and Go Beyond it: An Effective Knowledge Distillation Framework |
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4 Mar 2021 |
official (archive's flag): 2 ran · 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 (3 pointer-only for licence) |
| Graph InfoClust: Leveraging cluster-level node information for unsupervised graph representation learning |
2 |
2 |
15 Sep 2020 |
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) · 1 unverified (1 pointer-only for licence) |
| Big Bird: Transformers for Longer Sequences |
14 |
1 |
28 Jul 2020 |
official (archive's flag): 1 ran · 10 ran (of which 1 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 0 violated, 1 with no contract checked; 8 where Syntology's instrument failed) · 5 unverified (11 pointer-only for licence) |
| 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 |
2 |
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) |
| Deep Graph Contrastive Representation Learning |
3 |
1 |
7 Jun 2020 |
official: no sample here; runs from other or unrecorded repositories · 1 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; 1 where Syntology's instrument failed) · 0 unverified (1 pointer-only for licence) |
| Graph Random Neural Network for Semi-Supervised Learning on Graphs |
9 |
1 |
22 May 2020 |
official (archive's flag): 2 ran · 15 ran (of which 1 constructed an object rather than computing a result; 9 with no instrument failure: 1 honoured, 0 violated, 8 with no contract checked; 6 where Syntology's instrument failed) · 7 unverified |
| Unifying Graph Convolutional Neural Networks and Label Propagation |
2 |
1 |
17 Feb 2020 |
9 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 1 honoured, 1 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 5 unverified |
| PEGASUS: Pre-training with Extracted Gap-sentences for Abstractive Summarization |
19 |
1 |
18 Dec 2019 |
official (archive's flag): 7 ran · 16 ran (of which 0 constructed an object rather than computing a result; 15 with no instrument failure: 0 honoured, 0 violated, 15 with no contract checked; 1 where Syntology's instrument failed) · 3 unverified |
| GraphAIR: Graph Representation Learning with Neighborhood Aggregation and Interaction |
1 |
1 |
5 Nov 2019 |
official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 3 honoured, 2 violated, 1 with no contract checked; 1 where Syntology's instrument failed) · 4 unverified (7 pointer-only for licence) |
| Hyperbolic Graph Convolutional Neural Networks |
3 |
1 |
28 Oct 2019 |
2 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; 1 where Syntology's instrument failed) · 1 unverified (3 pointer-only for licence) |
| On Extractive and Abstractive Neural Document Summarization with Transformer Language Models |
1 |
3 |
7 Sep 2019 |
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) · 5 unverified |
| RWR-GAE: Random Walk Regularization for Graph Auto Encoders |
1 |
2 |
12 Aug 2019 |
official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 1 honoured, 1 violated, 5 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified |
| DropEdge: Towards Deep Graph Convolutional Networks on Node Classification |
7 |
1 |
25 Jul 2019 |
community repositories only · 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) · 1 unverified |
| Certifiable Robustness and Robust Training for Graph Convolutional Networks |
1 |
1 |
28 Jun 2019 |
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 |
| Graph Star Net for Generalized Multi-Task Learning |
1 |
2 |
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) |
| Break the Ceiling: Stronger Multi-scale Deep Graph Convolutional Networks |
1 |
15 |
5 Jun 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: 1 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) |
| 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 |
| 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) |
| 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) |
| 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) |
| 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) |
| 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 |
| 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) |