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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

GraFITi: Graphs for Forecasting Irregularly Sampled Time Series AAAI 2024
Residual Hyperbolic Graph Convolution Networks AAAI 2024
Harnessing Holistic Discourse Features and Triadic Interaction for Sentiment Quadruple Extraction in Dialogues AAAI 2024
Union Subgraph Neural Networks AAAI 2024
Self-Training Based Few-Shot Node Classification by Knowledge Distillation AAAI 2024
Robust Stochastic Graph Generator for Counterfactual Explanations AAAI 2024
Homophily-Related: Adaptive Hybrid Graph Filter for Multi-View Graph Clustering AAAI 2024
Hyperbolic Graph Diffusion Model AAAI 2024
Graph-Aware Contrasting for Multivariate Time-Series Classification AAAI 2024
Fully-Connected Spatial-Temporal Graph for Multivariate Time-Series Data AAAI 2024
GOODAT: Towards Test-Time Graph Out-of-Distribution Detection AAAI 2024
Rethinking Graph Masked Autoencoders through Alignment and Uniformity AAAI 2024
A Transfer Approach Using Graph Neural Networks in Deep Reinforcement Learning AAAI 2024
Data-Augmented Curriculum Graph Neural Architecture Search under Distribution Shifts AAAI 2024
Comparing Edge-based and Node-based Methods on a Citation Prediction Task EMNLP 2024
SURER: Structure-Adaptive Unified Graph Neural Network for Multi-View Clustering AAAI 2024
DR-Label: Label Deconstruction and Reconstruction of GNN Models for Catalysis Systems AAAI 2024
A Plug-and-Play Quaternion Message-Passing Module for Molecular Conformation Representation AAAI 2024
Federated Graph Learning under Domain Shift with Generalizable Prototypes AAAI 2024
Attribute-Missing Graph Clustering Network AAAI 2024
A Twist for Graph Classification: Optimizing Causal Information Flow in Graph Neural Networks AAAI 2024
Towards the Disappearing Truth: Fine-Grained Joint Causal Influences Learning with Hidden Variable-Driven Causal Hypergraphs in Time Series AAAI 2024
Weisfeiler and Lehman Go Paths: Learning Topological Features via Path Complexes AAAI 2024
Robust Node Classification on Graph Data with Graph and Label Noise AAAI 2024
SimCalib: Graph Neural Network Calibration Based on Similarity between Nodes AAAI 2024