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Graph Neural Networks

1127 directly classified papers

Papers per year

Papers

Topology Imbalance and Relation Inauthenticity Aware Hierarchical Graph Attention Networks for Fake News Detection COLING 2022
Efficient and passive learning of networked dynamical systems driven by non-white exogenous inputs AISTATS 2022
Node Feature Kernels Increase Graph Convolutional Network Robustness AISTATS 2022
Orthogonal Multi-Manifold Enriching of Directed Networks AISTATS 2022
TD-GEN: Graph Generation Using Tree Decomposition AISTATS 2022
Adaptive Gaussian Processes on Graphs via Spectral Graph Wavelets AISTATS 2022
Euphemism Detection by Transformers and Relational Graph Attention Network EMNLP 2022
Cross-Domain Sentiment Classification using Semantic Representation EMNLP 2022
Grape: Knowledge Graph Enhanced Passage Reader for Open-domain Question Answering EMNLP 2022
SEEN: Structured Event Enhancement Network for Explainable Need Detection of Information Recall Assistance EMNLP 2022
CERES: Pretraining of Graph-Conditioned Transformer for Semi-Structured Session Data NAACL 2022
DocTime: A Document-level Temporal Dependency Graph Parser NAACL 2022
Cross-Space Active Learning on Graph Convolutional Networks ICML 2022
Capturing Graphs with Hypo-Elliptic Diffusions NIPS 2022
Learning Superpoint Graph Cut for 3D Instance Segmentation NIPS 2022
Graph Neural Network Bandits NIPS 2022
A Practical, Progressively-Expressive GNN NIPS 2022
Neural Approximation of Graph Topological Features NIPS 2022
Randomized Message-Interception Smoothing: Gray-box Certificates for Graph Neural Networks NIPS 2022
Towards Better Evaluation for Dynamic Link Prediction NIPS 2022
Provably expressive temporal graph networks NIPS 2022
Maximum Common Subgraph Guided Graph Retrieval: Late and Early Interaction Networks NIPS 2022
Robust Graph Structure Learning via Multiple Statistical Tests NIPS 2022
Understanding and Extending Subgraph GNNs by Rethinking Their Symmetries NIPS 2022
Identifying relevant common sense information in knowledge graphs ACL 2022