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Graph Neural Networks

1,141 papers

Papers per year

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2
134
173
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Papers

KerGNNs: Interpretable Graph Neural Networks with Graph Kernels AAAI 2022
LUNAR: Unifying Local Outlier Detection Methods via Graph Neural Networks AAAI 2022
Fast Graph Neural Tangent Kernel via Kronecker Sketching AAAI 2022
Adaptive Kernel Graph Neural Network AAAI 2022
Dist2Cycle: A Simplicial Neural Network for Homology Localization AAAI 2022
On the Use of Unrealistic Predictions in Hundreds of Papers Evaluating Graph Representations AAAI 2022
Deep Amortized Relational Model with Group-Wise Hierarchical Generative Process AAAI 2022
Graph Convolutional Networks with Dual Message Passing for Subgraph Isomorphism Counting and Matching AAAI 2022
fGOT: Graph Distances Based on Filters and Optimal Transport AAAI 2022
Simple Unsupervised Graph Representation Learning AAAI 2022
Bag Graph: Multiple Instance Learning Using Bayesian Graph Neural Networks AAAI 2022
Deformable Graph Convolutional Networks AAAI 2022
Graph Filtration Kernels AAAI 2022
Generalized Equivariance and Preferential Labeling for GNN Node Classification AAAI 2022
Graph Pointer Neural Networks AAAI 2022
ProtGNN: Towards Self-Explaining Graph Neural Networks AAAI 2022
Structural Landmarking and Interaction Modelling: A “SLIM” Network for Graph Classification AAAI 2022
Solving Disjunctive Temporal Networks with Uncertainty under Restricted Time-Based Controllability Using Tree Search and Graph Neural Networks AAAI 2022
MIP-GNN: A Data-Driven Framework for Guiding Combinatorial Solvers AAAI 2022
LeSICiN: A Heterogeneous Graph-Based Approach for Automatic Legal Statute Identification from Indian Legal Documents AAAI 2022
Sparse Structure Learning via Graph Neural Networks for Inductive Document Classification AAAI 2022
Hybrid Neural Networks for On-Device Directional Hearing AAAI 2022
DisenCite: Graph-Based Disentangled Representation Learning for Context-Specific Citation Generation AAAI 2022
CrossWalk: Fairness-Enhanced Node Representation Learning AAAI 2022
Accelerating COVID-19 Research with Graph Mining and Transformer-Based Learning AAAI 2022