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Graph Neural Networks

1127 directly classified papers

Papers per year

Papers

Subgraph Retrieval Enhanced Model for Multi-hop Knowledge Base Question Answering ACL 2022
A Neural Network Architecture for Program Understanding Inspired by Human Behaviors ACL 2022
Discrete Opinion Tree Induction for Aspect-based Sentiment Analysis ACL 2022
Multi-Modal Sarcasm Detection via Cross-Modal Graph Convolutional Network ACL 2022
Modeling U.S. State-Level Policies by Extracting Winners and Losers from Legislative Texts ACL 2022
Fast Graph Neural Tangent Kernel via Kronecker Sketching AAAI 2022
Learning from Counterfactual Links for Link Prediction ICML 2022
GALAXY: Graph-based Active Learning at the Extreme ICML 2022
ProGCL: Rethinking Hard Negative Mining in Graph Contrastive Learning ICML 2022
Structural Entropy Guided Graph Hierarchical Pooling ICML 2022
How Powerful are Spectral Graph Neural Networks ICML 2022
Graph-Coupled Oscillator Networks ICML 2022
Graph Neural Architecture Search Under Distribution Shifts ICML 2022
Nonlinear Feature Diffusion on Hypergraphs ICML 2022
SpeqNets: Sparsity-aware permutation-equivariant graph networks ICML 2022
Equivariant Quantum Graph Circuits ICML 2022
Local Augmentation for Graph Neural Networks ICML 2022
Graph-based Model Generation for Few-Shot Relation Extraction EMNLP 2022
Co-guiding Net: Achieving Mutual Guidances between Multiple Intent Detection and Slot Filling via Heterogeneous Semantics-Label Graphs EMNLP 2022
RelU-Net: Syntax-aware Graph U-Net for Relational Triple Extraction EMNLP 2022
Pair-Based Joint Encoding with Relational Graph Convolutional Networks for Emotion-Cause Pair Extraction EMNLP 2022
Attention and Edge-Label Guided Graph Convolutional Networks for Named Entity Recognition EMNLP 2022
KE-GCL: Knowledge Enhanced Graph Contrastive Learning for Commonsense Question Answering EMNLP 2022
DialogueGAT: A Graph Attention Network for Financial Risk Prediction by Modeling the Dialogues in Earnings Conference Calls EMNLP 2022
Entity-level Interaction via Heterogeneous Graph for Multimodal Named Entity Recognition EMNLP 2022