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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

Fully-Connected Spatial-Temporal Graph for Multivariate Time-Series Data AAAI 2024
Biomedical Knowledge Graph Embedding with Householder Projection (Student Abstract) AAAI 2024
MRMLREC: A Two-Stage Approach for Addressing Data Sparsity in MOOC Video Recommendation (Student Abstract) AAAI 2024
GOODAT: Towards Test-Time Graph Out-of-Distribution Detection AAAI 2024
Rethinking Graph Masked Autoencoders through Alignment and Uniformity AAAI 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
Federated Graph Learning under Domain Shift with Generalizable Prototypes AAAI 2024
Attribute-Missing Graph Clustering Network 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
On the Impact of Feature Heterophily on Link Prediction with Graph Neural Networks NIPS 2024
Structural Information Enhanced Graph Representation for Link Prediction AAAI 2024
Upper Bounding Barlow Twins: A Novel Filter for Multi-Relational Clustering AAAI 2024
GraphMETRO: Mitigating Complex Graph Distribution Shifts via Mixture of Aligned Experts NIPS 2024
A Unified Joint Approach with Topological Context Learning and Rule Augmentation for Knowledge Graph Completion ACL 2024
An Experimental Analysis on Evaluating Patent Citations EMNLP 2024
MDGNN: Multi-Relational Dynamic Graph Neural Network for Comprehensive and Dynamic Stock Investment Prediction AAAI 2024
Recurrent Graph Neural Networks and Their Connections to Bisimulation and Logic AAAI 2024
HAGO-Net: Hierarchical Geometric Message Passing for Molecular Representation Learning AAAI 2024
A Graph Dynamics Prior for Relational Inference AAAI 2024
Towards Fair Graph Federated Learning via Incentive Mechanisms AAAI 2024
Decoupled Contrastive Multi-View Clustering with High-Order Random Walks AAAI 2024
GUIDE: Creating Semantic Domain Dictionaries for Low-Resource Languages EACL 2024
NodeMixup: Tackling Under-Reaching for Graph Neural Networks AAAI 2024