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awesome-graph-reduction

[IJCAI 2024] Papers about graph reduction including graph coarsening, graph condensation, graph sparsification, graph summarization, etc.
https://github.com/Emory-Melody/awesome-graph-reduction

Last synced: 2 days ago
JSON representation

Surveys & Benchmarks
- non-GNN-involved
  - image
  - SeMA 2022
  - image
  - SeMA 2022
  - SeMA 2022
  - image
  - image
  - SeMA 2022
  - image
  - SeMA 2022
  - Communications of the ACM
  - TAI 2023
  - CSR 2020
  - JMLR 2018
  - image
  - SeMA 2022
  - image
  - SeMA 2022
  - image
  - SeMA 2022
  - arXiv 2023 - Dataset-Distillation)
  - IJCAI 2023
  - image
  - SeMA 2022
  - image
  - SeMA 2022
  - image
  - SeMA 2022
  - image
  - SeMA 2022
  - image
  - SeMA 2022
  - image
  - SeMA 2022
  - arXiv 2024
  - arXiv 2024
  - SIAM 1972
  - SeMA 2022
  - ACS 2018
  - VLDB 2005
  - arXiv 2023 - Dataset-Distillation)
  - IJCAI 2023
  - image
  - SeMA 2022
  - image
  - image
  - SeMA 2022
  - image
  - SeMA 2022
  - image
  - SeMA 2022
Graph Sparsification / Sampling / Selection
Graph Condensation / Graph Dataset Distillation
- ICLR 2024 - iitd/Mirage)
- KDD 2023
- TKDE 2024
- ECCV 2024
- image
- ICML 2024 - tian/GDEM)
- arXiv 2024
- arXiv 2023
- arXiv 2023
- arXiv 2023
- arXiv 2023
- arXiv 2023
- arXiv 2022
- arXiv 2023
- WWW 2024
- Applied Sciences 2023
- NeurIPS 2023
- NeurIPS 2023 - Zheng/SFGC)
- NeurIPS 2023
- ICDM 2023 - CGL)
- KBS 2023
- ICLR 2022
- ICML 2024 - HPC-AI-Lab/GEOM)
- arXiv 2024 - HPC-AI-Lab/CTRL)
- WWW 2024
- WWW 2024
- WWW 2024
- arXiv 2023
- ICDM 2023 - CGL)
- arXiv 2024 - Melody/GraphSlim)
- arXiv 2022
- arXiv 2023
- image
- NeurIPS 2023 - Zheng/SFGC)
- image
- arXiv 2024
- image
- KDD 2024
- arXiv 2024 - HPC-AI-Lab/CTRL)
- arXiv 2024
- arXiv 2024
- image
- arXiv 2024
- KBS 2023
- TKDE 2024
- arXiv 2024
- ICDE 2024
- image
- image
- arXiv 2024
- arXiv 2024
- image
- ICML 2024 - HPC-AI-Lab/GEOM)
- WWW 2024
- image
- image
- KDD 2024
- arXiv 2024
- arXiv 2024
- arXiv 2024
- arXiv 2024
- arXiv 2024
- ECML PKDD 2024
- image
- image
- image
- arXiv 2024
- ICML 2024 - tian/GDEM)
- arXiv 2024
- image
- image
- arXiv 2024
- arXiv 2024
- image
- image
- image
Surveys
- non-GNN-involved
  - image
  - SeMA 2022
  - image
  - SeMA 2022
  - image
  - SeMA 2022
  - SeMA 2022
  - image
  - SeMA 2022
  - image
  - SeMA 2022
  - image
  - image
  - SeMA 2022
  - image
  - SeMA 2022
  - image
  - SeMA 2022
  - image
  - image
  - SeMA 2022
  - image
  - SeMA 2022
  - image
  - SeMA 2022
  - image
  - SeMA 2022
  - image
  - SeMA 2022
  - image
  - SeMA 2022
  - image
  - SeMA 2022
  - image
  - SeMA 2022
Graph Coarsening / Clustering / Summary
- GNN-involved
  - ICLR 2024
  - ICLR 2023
  - ICML 2020 - Clustering-with-Graph-Neural-Networks-for-Graph-Pooling)
  - KDD 2021 - Up-Graph-Neural-Networks-Via-Graph-Coarsening)
  - WWW 2024
  - WWW 2024 - science/convolution-matching)
  - arXiv 2023
  - WWWc 2022
  - [pdf
  - AAAI 2021
  - arXiv 2023 - science/convolution-matching)
  - arXiv 2023
  - ICML 2023
  - JMLR 2023 - Graph-Coarsening)
  - NeurIPS 2022
  - WWWc 2022
  - ICLR 2021 - blog-track.github.io/2022/03/25/coarsening/)
  - KDD 2021 - Up-Graph-Neural-Networks-Via-Graph-Coarsening)
  - ICML 2020 - Clustering-with-Graph-Neural-Networks-for-Graph-Pooling)
  - ICML 2020 - amg)
  - ICLR 2020 - zhang/GraphZoom)
  - Pacific Symposium on Biocomputing 2023
  - ICASSP 2024
  - WWW 2024
  - [pdf
  - HiPC 2021
  - ICWSM 2021
  - AAAI 2018
  - [pdf
  - AAAI 2021
  - arXiv 2024
  - DSAA 2024
  - arXiv 2024
  - ICLR 2020 - zhang/GraphZoom)
  - NN 2024
- non-GNN-involved
  - TPAMI 2007
  - SIAM 1998
  - Bell System 1970
  - ICLR 2018
  - ICML 2018 - ml/stochastic_gcn)-->
  - IJCAI 2023
  - NeurIPS 2022 - ->
  - JMLR 2019 - coarsening/tree/v1.1)
  - Chaos 2018
  - ICML 2018
  - SIAM 2012
  - SIAM 2011
  - Physical Review E 2005
  - NeurIPS 2022 - ->
  - arXiv 2013
  - AISTATS 2020
  - NeurIPS 2019 - Unifying-Framework-for-Spectrum-Preserving-Graph-Sparsification-and-Coarsening)
  - JMLR 2019 - coarsening/tree/v1.1)
  - ICML 2018
  - ICDM 2018
  - Signal Processing 2016
  - ICSEE 2014
  - SIAM 2012
  - SIAM 2011
  - SIAM 2011
  - ICDE 2010
  - KDD 2014
  - Chaos 2018
  - Physical Review E 2005
  - arXiv 2013
  - ICLR 2018
  - ICML 2018 - ml/stochastic_gcn)-->
  - AISTATS 2020
  - Signal Processing 2016
Toolkits
- non-GNN-involved
  - [code
  - [pdf
  - [code
  - [code
Graph Coarsening / Clustering
- KDD 2019 - research/google-research/tree/master/cluster_gcn)

Programming Languages

Categories

Graph Sparsification / Sampling / Selection 100 Graph Condensation / Graph Dataset Distillation 76 Graph Coarsening / Clustering / Summary 69 Surveys & Benchmarks 51 Surveys 35 Toolkits 4 Graph Coarsening / Clustering 1

Sub Categories

non-GNN-involved 149 GNN-involved 94 Survey: Graph Reduction/ Summarization / Simplification 6

Keywords

signal-processing 1 graphs 1 graph-signal-processing 1 graph-representation 1