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Graph Neural Networks

4,495 papers

Papers per year

Papers

BOND: Benchmarking Unsupervised Outlier Node Detection on Static Attributed Graphs NIPS 2022
Graphein - a Python Library for Geometric Deep Learning and Network Analysis on Biomolecular Structures and Interaction Networks NIPS 2022
Simplified Graph Convolution with Heterophily NIPS 2022
Exponentially Improving the Complexity of Simulating the Weisfeiler-Lehman Test with Graph Neural Networks NIPS 2022
Zero-shot Transfer Learning within a Heterogeneous Graph via Knowledge Transfer Networks NIPS 2022
NodeFormer: A Scalable Graph Structure Learning Transformer for Node Classification NIPS 2022
Parameter-free Dynamic Graph Embedding for Link Prediction NIPS 2022
ToDD: Topological Compound Fingerprinting in Computer-Aided Drug Discovery NIPS 2022
Label-invariant Augmentation for Semi-Supervised Graph Classification NIPS 2022
Geometric Knowledge Distillation: Topology Compression for Graph Neural Networks NIPS 2022
Learning Articulated Rigid Body Dynamics with Lagrangian Graph Neural Network NIPS 2022
Learning-based Motion Planning in Dynamic Environments Using GNNs and Temporal Encoding NIPS 2022
Efficient Graph Similarity Computation with Alignment Regularization NIPS 2022
Graph Scattering beyond Wavelet Shackles NIPS 2022
Micro and Macro Level Graph Modeling for Graph Variational Auto-Encoders NIPS 2022
Generalised Implicit Neural Representations NIPS 2022
Graph Coloring via Neural Networks for Haplotype Assembly and Viral Quasispecies Reconstruction NIPS 2022
MAtt: A Manifold Attention Network for EEG Decoding NIPS 2022
Understanding and Extending Subgraph GNNs by Rethinking Their Symmetries NIPS 2022
Symmetry-induced Disentanglement on Graphs NIPS 2022
SizeShiftReg: a Regularization Method for Improving Size-Generalization in Graph Neural Networks NIPS 2022
MAgNet: Mesh Agnostic Neural PDE Solver NIPS 2022
Learning to Compare Nodes in Branch and Bound with Graph Neural Networks NIPS 2022
Learning to Reconstruct Missing Data from Spatiotemporal Graphs with Sparse Observations NIPS 2022
Robust Graph Structure Learning via Multiple Statistical Tests NIPS 2022