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Graph Neural Networks

4,495 papers

Papers per year

Papers

SkinningNet: Two-Stream Graph Convolutional Neural Network for Skinning Prediction of Synthetic Characters CVPR 2022
Gromov-Wasserstein Discrepancy with Local Differential Privacy for Distributed Structural Graphs IJCAI 2022
How Powerful are Spectral Graph Neural Networks ICML 2022
Geometric Transformer for End-to-End Molecule Properties Prediction IJCAI 2022
A Theoretical Comparison of Graph Neural Network Extensions ICML 2022
Few-Shot Learning on Graphs IJCAI 2022
Learning Invariant Graph Representations for Out-of-Distribution Generalization NIPS 2022
CellTypeGraph: A New Geometric Computer Vision Benchmark CVPR 2022
Combining (Second-Order) Graph-Based and Headed-Span-Based Projective Dependency Parsing ACL 2022
Weisfeiler-Lehman Meets Gromov-Wasserstein ICML 2022
Robust Graph Structure Learning via Multiple Statistical Tests NIPS 2022
Improving Inductive Link Prediction Using Hyper-Relational Facts (Extended Abstract) IJCAI 2022
Learning from Counterfactual Links for Link Prediction ICML 2022
DynGL-SDP: Dynamic Graph Learning for Semantic Dependency Parsing COLING 2022
Robust Heterogeneous Graph Neural Networks against Adversarial Attacks AAAI 2022
Improving Neural Machine Translation with the Abstract Meaning Representation by Combining Graph and Sequence Transformers NAACL 2022
DGraph: A Large-Scale Financial Dataset for Graph Anomaly Detection NIPS 2022
A Practical, Progressively-Expressive GNN NIPS 2022
Learning Contrastive Multi-View Graphs for Recommendation (Student Abstract) AAAI 2022
Multilingual Knowledge Graph Completion with Self-Supervised Adaptive Graph Alignment ACL 2022
Proactive Robot Assistance via Spatio-Temporal Object Modeling CORL 2022
Capsule Graph Neural Network for Multi-Label Image Recognition (Student Abstract) AAAI 2022
Pure Transformers are Powerful Graph Learners NIPS 2022
On the Robustness of Graph Neural Diffusion to Topology Perturbations NIPS 2022
A Unified View of Relational Deep Learning for Drug Pair Scoring IJCAI 2022