Research graph
References from A Variational Mean-Field Control Framework for Graph Representation Learning. Local targets link to admitted publications; unresolved targets remain external evidence.
Inductive representation learning on large graphs
2017 · External reference
10.1038/nn.4502
10.1038/nn.4502 · External reference
10.1109/tnnls.2020.2978386
10.1109/tnnls.2020.2978386 · External reference
Beyond homophily in graph neural networks: Current limitations and effective designs
2020 · External reference
10.1109/tpami.2021.3134200
10.1109/tpami.2021.3134200 · External reference
10.52202/075280-1610
10.52202/075280-1610 · External reference
Semi-supervised classification with graph convolutional networks
2017 · External reference
10.52202/068431-0100
10.52202/068431-0100 · External reference
10.1609/aaai.v35i12.17332
10.1609/aaai.v35i12.17332 · External reference
GRAND: Graph neural diffusion
2021 · External reference
ACMP: Allen-Cahn message passing with attractive and repulsive forces for graph neural networks
2022 · External reference
10.52202/075280-2594
10.52202/075280-2594 · External reference
Graph-coupled oscillator networks
2022 · External reference
GREAD: Graph neural reaction-diffusion networks
2023 · External reference
GRAND++: Graph neural diffusion with a source term
External reference
PDE-GCN: Novel architectures for graph neural networks motivated by partial differential equations
2021 · External reference
Explore in-context message passing operator for graph neural networks in a mean field game
2026 · External reference
10.1038/s41467-025-64471-2
10.1038/s41467-025-64471-2 · External reference
10.1609/aaai.v32i1.11604
10.1609/aaai.v32i1.11604 · External reference
10.1109/iccv.2019.00936
10.1109/iccv.2019.00936 · External reference
10.52202/068431-1060
10.52202/068431-1060 · External reference
Graph transformer networks
2019 · External reference
10.1109/jproc.2018.2820126
10.1109/jproc.2018.2820126 · External reference
10.1016/j.acha.2010.04.005
10.1016/j.acha.2010.04.005 · External reference
10.1103/physrev.37.405
10.1103/physrev.37.405 · External reference
Thermodynamics: An engineering approach
2002 · External reference
10.1007/s11537-007-0657-8
10.1007/s11537-007-0657-8 · External reference
10.52202/075280-0148
10.52202/075280-0148 · External reference
10.52202/068431-0462
10.52202/068431-0462 · External reference
PairNorm: Tackling oversmoothing in GNNs
2020 · External reference
10.52202/068431-1346
10.52202/068431-1346 · External reference
Unresolved reference
2005 · External reference
Input convex neural networks
2017 · External reference
10.1007/978-4-431-55978-8
10.1007/978-4-431-55978-8 · External reference
Open graph benchmark: Datasets for machine learning on graphs
2020 · External reference
10.52202/075280-0955
10.52202/075280-0955 · External reference
10.1016/j.jalz.2010.03.007
10.1016/j.jalz.2010.03.007 · External reference
OASIS-3: Longitudinal neuroimaging, clinical, and cognitive dataset for normal aging and Alzheimer disease
2019 · External reference
10.1002/acn3.644
10.1002/acn3.644 · External reference
10.1006/nimg.2001.0978
10.1006/nimg.2001.0978 · External reference
10.1016/j.neuroimage.2010.06.010
10.1016/j.neuroimage.2010.06.010 · External reference
10.1016/j.media.2024.103210
10.1016/j.media.2024.103210 · External reference
TUDataset: A collection of benchmark datasets for learning with graphs
2020 · External reference
Graph attention networks
2018 · External reference
Simple and deep graph convolutional networks
2020 · External reference
10.1145/3394486.3403177
10.1145/3394486.3403177 · External reference
Graph robustness benchmark: Benchmarking the adversarial robustness of graph machine learning
External reference
Relational inductive biases, deep learning, and graph networks
2018 · External reference
Neural ordinary differential equations
2018 · External reference
10.1002/9781444341256
10.1002/9781444341256 · 2011 · External reference
10.1016/s0140-6736(18)31129-2
10.1016/s0140-6736(18)31129-2 · External reference
10.1038/nrn2786
10.1038/nrn2786 · External reference
10.2174/156720501108140910121425
10.2174/156720501108140910121425 · External reference
10.3233/jad-210419
10.3233/jad-210419 · External reference
