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Graph Neural Networks

4,495 papers

Papers per year

Papers

EvenNet: Ignoring Odd-Hop Neighbors Improves Robustness of Graph Neural Networks NIPS 2022
How Powerful are K-hop Message Passing Graph Neural Networks NIPS 2022
Generalization Analysis of Message Passing Neural Networks on Large Random Graphs NIPS 2022
A Comprehensive Study on Large-Scale Graph Training: Benchmarking and Rethinking NIPS 2022
Beyond Real-world Benchmark Datasets: An Empirical Study of Node Classification with GNNs NIPS 2022
Geodesic Graph Neural Network for Efficient Graph Representation Learning NIPS 2022
High-Order Pooling for Graph Neural Networks with Tensor Decomposition NIPS 2022
Dynamic Graph Neural Networks Under Spatio-Temporal Distribution Shift NIPS 2022
GraphQNTK: Quantum Neural Tangent Kernel for Graph Data NIPS 2022
On the Robustness of Graph Neural Diffusion to Topology Perturbations NIPS 2022
M2N: Mesh Movement Networks for PDE Solvers NIPS 2022
Learning Interface Conditions in Domain Decomposition Solvers NIPS 2022
TANKBind: Trigonometry-Aware Neural NetworKs for Drug-Protein Binding Structure Prediction NIPS 2022
Convolutional Neural Networks on Graphs with Chebyshev Approximation, Revisited NIPS 2022
Learning Graph-embedded Key-event Back-tracing for Object Tracking in Event Clouds NIPS 2022
Old can be Gold: Better Gradient Flow can Make Vanilla-GCNs Great Again NIPS 2022
Evaluating Graph Generative Models with Contrastively Learned Features NIPS 2022
Spherical Channels for Modeling Atomic Interactions NIPS 2022
Vision GNN: An Image is Worth Graph of Nodes NIPS 2022
Iterative Structural Inference of Directed Graphs NIPS 2022
Time-Conditioned Dances with Simplicial Complexes: Zigzag Filtration Curve based Supra-Hodge Convolution Networks for Time-series Forecasting NIPS 2022
Are Defenses for Graph Neural Networks Robust? NIPS 2022
Equivariant Graph Hierarchy-Based Neural Networks NIPS 2022
OPEN: Orthogonal Propagation with Ego-Network Modeling NIPS 2022
Public Wisdom Matters! Discourse-Aware Hyperbolic Fourier Co-Attention for Social Text Classification NIPS 2022