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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

Towards Inductive Robustness: Distilling and Fostering Wave-Induced Resonance in Transductive GCNs against Graph Adversarial Attacks AAAI 2024
Attention-Induced Embedding Imputation for Incomplete Multi-View Partial Multi-Label Classification AAAI 2024
Beyond OOD State Actions: Supported Cross-Domain Offline Reinforcement Learning AAAI 2024
Rethinking Propagation for Unsupervised Graph Domain Adaptation AAAI 2024
ECHO-GL: Earnings Calls-Driven Heterogeneous Graph Learning for Stock Movement Prediction AAAI 2024
ASWT-SGNN: Adaptive Spectral Wavelet Transform-Based Self-Supervised Graph Neural Network AAAI 2024
Improving Expressive Power of Spectral Graph Neural Networks with Eigenvalue Correction AAAI 2024
NodeMixup: Tackling Under-Reaching for Graph Neural Networks AAAI 2024
Decoupled Contrastive Multi-View Clustering with High-Order Random Walks AAAI 2024
Towards Fair Graph Federated Learning via Incentive Mechanisms AAAI 2024
A Graph Dynamics Prior for Relational Inference AAAI 2024
HAGO-Net: Hierarchical Geometric Message Passing for Molecular Representation Learning AAAI 2024
Recurrent Graph Neural Networks and Their Connections to Bisimulation and Logic AAAI 2024
MDGNN: Multi-Relational Dynamic Graph Neural Network for Comprehensive and Dynamic Stock Investment Prediction AAAI 2024
Upper Bounding Barlow Twins: A Novel Filter for Multi-Relational Clustering AAAI 2024
Structural Information Enhanced Graph Representation for Link Prediction AAAI 2024
SimCalib: Graph Neural Network Calibration Based on Similarity between Nodes AAAI 2024
Weisfeiler and Lehman Go Paths: Learning Topological Features via Path Complexes AAAI 2024
Attribute-Missing Graph Clustering Network AAAI 2024
Federated Graph Learning under Domain Shift with Generalizable Prototypes AAAI 2024
DR-Label: Label Deconstruction and Reconstruction of GNN Models for Catalysis Systems AAAI 2024
SURER: Structure-Adaptive Unified Graph Neural Network for Multi-View Clustering AAAI 2024
Rethinking Graph Masked Autoencoders through Alignment and Uniformity AAAI 2024
GOODAT: Towards Test-Time Graph Out-of-Distribution Detection AAAI 2024
Fully-Connected Spatial-Temporal Graph for Multivariate Time-Series Data AAAI 2024