| Unlocking the Potential of Classic GNNs for Graph-level Tasks: Simple Architectures Meet Excellence |
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13 Feb 2025 |
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| Can GNNs Learn Link Heuristics? A Concise Review and Evaluation of Link Prediction Methods |
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22 Nov 2024 |
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| Next Level Message-Passing with Hierarchical Support Graphs |
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22 Jun 2024 |
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| Classic GNNs are Strong Baselines: Reassessing GNNs for Node Classification |
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13 Jun 2024 |
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| Polynormer: Polynomial-Expressive Graph Transformer in Linear Time |
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2 Mar 2024 |
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| Triplet Interaction Improves Graph Transformers: Accurate Molecular Graph Learning with Triplet Graph Transformers |
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7 Feb 2024 |
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| Efficient Heterogeneous Graph Learning via Random Projection |
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23 Oct 2023 |
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| Higher-order Graph Convolutional Network with Flower-Petals Laplacians on Simplicial Complexes |
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22 Sep 2023 |
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| Pure Message Passing Can Estimate Common Neighbor for Link Prediction |
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2 Sep 2023 |
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| SimTeG: A Frustratingly Simple Approach Improves Textual Graph Learning |
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3 Aug 2023 |
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| Long-range Meta-path Search on Large-scale Heterogeneous Graphs |
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17 Jul 2023 |
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| Harnessing Explanations: LLM-to-LM Interpreter for Enhanced Text-Attributed Graph Representation Learning |
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31 May 2023 |
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| Graph Propagation Transformer for Graph Representation Learning |
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19 May 2023 |
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| Towards Better Graph Representation Learning with Parameterized Decomposition & Filtering |
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10 May 2023 |
official (archive's flag): 3 ran · 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) · 1 unverified |
| ContraNorm: A Contrastive Learning Perspective on Oversmoothing and Beyond |
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12 Mar 2023 |
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 |
| Transformers over Directed Acyclic Graphs |
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24 Oct 2022 |
6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 2 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (3 pointer-only for licence) |
| A Comprehensive Study on Large-Scale Graph Training: Benchmarking and Rethinking |
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14 Oct 2022 |
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| E2EG: End-to-End Node Classification Using Graph Topology and Text-based Node Attributes |
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9 Aug 2022 |
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| A*Net: A Scalable Path-based Reasoning Approach for Knowledge Graphs |
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7 Jun 2022 |
official (archive's flag): 6 ran · 6 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; 0 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence) |
| StarGraph: Knowledge Representation Learning based on Incomplete Two-hop Subgraph |
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27 May 2022 |
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| Recipe for a General, Powerful, Scalable Graph Transformer |
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25 May 2022 |
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| Algorithm and System Co-design for Efficient Subgraph-based Graph Representation Learning |
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28 Feb 2022 |
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| Structure-Aware Transformer for Graph Representation Learning |
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7 Feb 2022 |
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| Interpretable and Generalizable Graph Learning via Stochastic Attention Mechanism |
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31 Jan 2022 |
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| Decoupling the Depth and Scope of Graph Neural Networks |
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19 Jan 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, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (2 pointer-only for licence) |
| SCR: Training Graph Neural Networks with Consistency Regularization |
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8 Dec 2021 |
official (archive's flag): 1 ran · 2 ran (of which 0 constructed an object rather than computing a result; 2 with no instrument failure: 1 honoured, 0 violated, 1 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (1 pointer-only for licence) |
| Pairwise Learning for Neural Link Prediction |
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6 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) · 2 unverified (3 pointer-only for licence) |
| Node Feature Extraction by Self-Supervised Multi-scale Neighborhood Prediction |
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29 Oct 2021 |
official (archive's flag): 4 ran · 17 ran (of which 0 constructed an object rather than computing a result; 15 with no instrument failure: 3 honoured, 0 violated, 12 with no contract checked; 2 where Syntology's instrument failed) · 3 unverified (2 pointer-only for licence) |
| Nested Graph Neural Networks |
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5 |
25 Oct 2021 |
official (archive's flag): 1 ran · 1 ran (of which 1 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) · 1 unverified; the one sample that ran constructed an object rather than computing a result |
| 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) |
| From Stars to Subgraphs: Uplifting Any GNN with Local Structure Awareness |
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7 Oct 2021 |
official (archive's flag): 15 ran · 15 ran (of which 0 constructed an object rather than computing a result; 15 with no instrument failure: 1 honoured, 0 violated, 14 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (2 pointer-only for licence) |
| Global Self-Attention as a Replacement for Graph Convolution |
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7 Aug 2021 |
official (archive's flag): 3 ran · 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) · 1 unverified |
| NodePiece: Compositional and Parameter-Efficient Representations of Large Knowledge Graphs |
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23 Jun 2021 |
official: harvested, nothing 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) · 3 unverified |
| Training Graph Neural Networks with 1000 Layers |
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14 Jun 2021 |
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) · 0 unverified (1 pointer-only for licence) |
| Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction |
3 |
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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) |
| Learning from Counterfactual Links for Link Prediction |
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3 Jun 2021 |
official (archive's flag): 3 ran · 3 ran (of which 3 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; every one of the 3 samples that ran constructed an object rather than computing a result |
| How Attentive are Graph Attention Networks? |
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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) |
| Scalable and Adaptive Graph Neural Networks with Self-Label-Enhanced training |
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8 |
19 Apr 2021 |
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) · 1 unverified (1 pointer-only for licence) |
| Labeling Trick: A Theory of Using Graph Neural Networks for Multi-Node Representation Learning |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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 |
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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) |
| Improving Graph Neural Network Expressivity via Subgraph Isomorphism Counting |
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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 |
| Global Attention Improves Graph Networks Generalization |
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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) |
| Bandit Samplers for Training Graph Neural Networks |
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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 |
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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 |
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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 |
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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 |
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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) |
| RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space |
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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 |
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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? |
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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 |
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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 |
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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 |
| Graph Attention Networks |
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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 |
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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 |
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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 |
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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) |
| 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) |