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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

Object Attribute Matters in Visual Question Answering AAAI 2024
Weisfeiler and Lehman Go Paths: Learning Topological Features via Path Complexes AAAI 2024
SimCalib: Graph Neural Network Calibration Based on Similarity between Nodes AAAI 2024
TextGT: A Double-View Graph Transformer on Text for Aspect-Based Sentiment Analysis AAAI 2024
Coreference Graph Guidance for Mind-Map Generation AAAI 2024
On the Impact of Feature Heterophily on Link Prediction with Graph Neural Networks NIPS 2024
DOGE-Train: Discrete Optimization on GPU with End-to-End Training AAAI 2024
A Simple and Yet Fairly Effective Defense for Graph Neural Networks AAAI 2024
Stronger and Transferable Node Injection Attacks AAAI 2024
Structural Information Enhanced Graph Representation for Link Prediction AAAI 2024
Robust Stochastic Graph Generator for Counterfactual Explanations AAAI 2024
Moderate Message Passing Improves Calibration: A Universal Way to Mitigate Confidence Bias in Graph Neural Networks AAAI 2024
Generating Diagnostic and Actionable Explanations for Fair Graph Neural Networks AAAI 2024
Upper Bounding Barlow Twins: A Novel Filter for Multi-Relational Clustering AAAI 2024
Early Detection of Extreme Storm Tide Events Using Multimodal Data Processing AAAI 2024
Identifying Guarantors of War Veterans Using Robust-SEAL: A Case of the Korean War AAAI 2024
Fair Graph Learning Using Constraint-Aware Priority Adjustment and Graph Masking in River Networks AAAI 2024
Transferability of Syntax-Aware Graph Neural Networks in Zero-Shot Cross-Lingual Semantic Role Labeling EMNLP 2024
MDGNN: Multi-Relational Dynamic Graph Neural Network for Comprehensive and Dynamic Stock Investment Prediction AAAI 2024
TelTrans: Applying Multi-Type Telecom Data to Transportation Evaluation and Prediction via Multifaceted Graph Modeling AAAI 2024
Enhancing Student Performance Prediction on Learnersourced Questions with SGNN-LLM Synergy AAAI 2024
Recurrent Graph Neural Networks and Their Connections to Bisimulation and Logic AAAI 2024
Biomedical Knowledge Graph Embedding with Householder Projection (Student Abstract) AAAI 2024
Disentanglement-Guided Spatial-Temporal Graph Neural Network for Metro Flow Forecasting (Student Abstract) AAAI 2024
HAGO-Net: Hierarchical Geometric Message Passing for Molecular Representation Learning AAAI 2024