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Graph Neural Networks

4,495 papers

Papers per year

Papers

PDE-GCN: Novel Architectures for Graph Neural Networks Motivated by Partial Differential Equations NIPS 2021
E(n) Equivariant Normalizing Flows NIPS 2021
Reducing Collision Checking for Sampling-Based Motion Planning Using Graph Neural Networks NIPS 2021
Learning Dynamic Graph Representation of Brain Connectome with Spatio-Temporal Attention NIPS 2021
Robust Counterfactual Explanations on Graph Neural Networks NIPS 2021
Dissecting the Diffusion Process in Linear Graph Convolutional Networks NIPS 2021
Contrastive Graph Poisson Networks: Semi-Supervised Learning with Extremely Limited Labels NIPS 2021
Roto-translated Local Coordinate Frames For Interacting Dynamical Systems NIPS 2021
VQ-GNN: A Universal Framework to Scale up Graph Neural Networks using Vector Quantization NIPS 2021
GemNet: Universal Directional Graph Neural Networks for Molecules NIPS 2021
On the Universality of Graph Neural Networks on Large Random Graphs NIPS 2021
Adversarial Attacks on Graph Classifiers via Bayesian Optimisation NIPS 2021
Discovering Dynamic Salient Regions for Spatio-Temporal Graph Neural Networks NIPS 2021
Edge Representation Learning with Hypergraphs NIPS 2021
Robustness of Graph Neural Networks at Scale NIPS 2021
A Biased Graph Neural Network Sampler with Near-Optimal Regret NIPS 2021
Labeling Trick: A Theory of Using Graph Neural Networks for Multi-Node Representation Learning NIPS 2021
Permutation-Invariant Variational Autoencoder for Graph-Level Representation Learning NIPS 2021
Graph Neural Networks with Adaptive Residual NIPS 2021
On Provable Benefits of Depth in Training Graph Convolutional Networks NIPS 2021
Universal Graph Convolutional Networks NIPS 2021
Coarse-to-fine Animal Pose and Shape Estimation NIPS 2021
Representing Long-Range Context for Graph Neural Networks with Global Attention NIPS 2021
Neo-GNNs: Neighborhood Overlap-aware Graph Neural Networks for Link Prediction NIPS 2021
GeoMol: Torsional Geometric Generation of Molecular 3D Conformer Ensembles NIPS 2021