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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

Heterogeneous Causal Metapath Graph Neural Network for Gene-Microbe-Disease Association Prediction IJCAI 2024
Joint Multimodal Aspect Sentiment Analysis with Aspect Enhancement and Syntactic Adaptive Learning IJCAI 2024
Towards Human-like Learning from Relational Structured Data AAAI 2024
When Causal Inference Meets Graph Machine Learning AAAI 2024
Data-Efficient Graph Learning AAAI 2024
A Cross-View Hierarchical Graph Learning Hypernetwork for Skill Demand-Supply Joint Prediction AAAI 2024
A Decade of Scholarly Research on Open Knowledge Graphs COLING 2024
Article Classification with Graph Neural Networks and Multigraphs COLING 2024
Bridging the Code Gap: A Joint Learning Framework across Medical Coding Systems COLING 2024
Bring Invariant to Variant: A Contrastive Prompt-based Framework for Temporal Knowledge Graph Forecasting COLING 2024
Challenges in Pre-Training Graph Neural Networks for Context-Based Fake News Detection: An Evaluation of Current Strategies and Resource Limitations COLING 2024
Claim-Centric and Sentiment Guided Graph Attention Network for Rumour Detection COLING 2024
Continuous Relational Diffusion Driven Topic Model with Multi-grained Text for Microblog COLING 2024
Harnessing Holistic Discourse Features and Triadic Interaction for Sentiment Quadruple Extraction in Dialogues AAAI 2024
Expressive Multi-Agent Communication via Identity-Aware Learning AAAI 2024
Learning Efficient and Robust Multi-Agent Communication via Graph Information Bottleneck AAAI 2024
Adaptive Feature Imputation with Latent Graph for Deep Incomplete Multi-View Clustering AAAI 2024
NestE: Modeling Nested Relational Structures for Knowledge Graph Reasoning AAAI 2024
G^2SAM: Graph-Based Global Semantic Awareness Method for Multimodal Sarcasm Detection AAAI 2024
Coupling Graph Neural Networks with Fractional Order Continuous Dynamics: A Robustness Study AAAI 2024
Robust Graph Neural Networks via Unbiased Aggregation NIPS 2024
Towards Effective Planning Strategies for Dynamic Opinion Networks NIPS 2024
Customized Subgraph Selection and Encoding for Drug-drug Interaction Prediction NIPS 2024
Unitary Convolutions for Learning on Graphs and Groups NIPS 2024
Compositional PAC-Bayes: Generalization of GNNs with persistence and beyond NIPS 2024