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Graph Neural Networks

1127 directly classified papers

Papers per year

Papers

Score-based Generative Modeling of Graphs via the System of Stochastic Differential Equations ICML 2022
Going Deeper into Permutation-Sensitive Graph Neural Networks ICML 2022
3DLinker: An E(3) Equivariant Variational Autoencoder for Molecular Linker Design ICML 2022
Unsupervised Detection of Contextualized Embedding Bias with Application to Ideology ICML 2022
On the Equivalence Between Temporal and Static Equivariant Graph Representations ICML 2022
Accelerating COVID-19 Research with Graph Mining and Transformer-Based Learning AAAI 2022
CrossWalk: Fairness-Enhanced Node Representation Learning AAAI 2022
DisenCite: Graph-Based Disentangled Representation Learning for Context-Specific Citation Generation AAAI 2022
Hybrid Neural Networks for On-Device Directional Hearing AAAI 2022
Classification-Then-Grounding: Reformulating Video Scene Graphs As Temporal Bipartite Graphs CVPR 2022
CellTypeGraph: A New Geometric Computer Vision Benchmark CVPR 2022
Self-Supervised Transformers for Unsupervised Object Discovery Using Normalized Cut CVPR 2022
Improving Subgraph Recognition With Variational Graph Information Bottleneck CVPR 2022
SkinningNet: Two-Stream Graph Convolutional Neural Network for Skinning Prediction of Synthetic Characters CVPR 2022
HL-Net: Heterophily Learning Network for Scene Graph Generation CVPR 2022
Spatial Commonsense Graph for Object Localisation in Partial Scenes CVPR 2022
MMAN: Metapath Based Multi-Level Graph Attention Networks for Heterogeneous Network Embedding (Student Abstract) AAAI 2022
Generalized Equivariance and Preferential Labeling for GNN Node Classification AAAI 2022
fGOT: Graph Distances Based on Filters and Optimal Transport AAAI 2022
Deep Amortized Relational Model with Group-Wise Hierarchical Generative Process AAAI 2022
Robust Heterogeneous Graph Neural Networks against Adversarial Attacks AAAI 2022
Powerful Graph Convolutional Networks with Adaptive Propagation Mechanism for Homophily and Heterophily AAAI 2022
HAGEN: Homophily-Aware Graph Convolutional Recurrent Network for Crime Forecasting AAAI 2022
From One to All: Learning to Match Heterogeneous and Partially Overlapped Graphs AAAI 2022
Block Modeling-Guided Graph Convolutional Neural Networks AAAI 2022