Graph Neural Networks

Hawkes based Representation Learning for Reasoning over Scale-free Community-structured Temporal Knowledge Graphs COLING 2025 ‘Hello, World!’: Making GNNs Talk with LLMs EMNLP 2025 HeMeNet: Heterogeneous Multichannel Equivariant Network for Protein Multi-task Learning AAAI 2025 HePa: Heterogeneous Graph Prompting for All-Level Classification Tasks AAAI 2025 HeTa: Relation-wise Heterogeneous Graph Foundation Attack Model IJCAI 2025 HeterGP: Bridging Heterogeneity in Graph Neural Networks with Multi-View Prompting AAAI 2025 Heterogeneous Graph Neural Network on Semantic Tree AAAI 2025 Heterogeneous Temporal Hypergraph Neural Network IJCAI 2025 HetGCoT: Heterogeneous Graph-Enhanced Chain-of-Thought LLM Reasoning for Academic Question Answering EMNLP 2025 HetSSNet: Spatial-Spectral Heterogeneous Graph Learning Network for Panchromatic and Multispectral Images Fusion ICML 2025 HGAdapter: Hypergraph-based Adapters in Language Models for Code Summarization and Clone Detection EMNLP 2025 HG-Adapter: Improving Pre-Trained Heterogeneous Graph Neural Networks with Dual Adapters ICLR 2025 HGCLIP: Exploring Vision-Language Models with Graph Representations for Hierarchical Understanding COLING 2025 HGEN: Heterogeneous Graph Ensemble Networks IJCAI 2025 Hgformer: Hyperbolic Graph Transformer for Collaborative Filtering ICML 2025 HGMP: Heterogeneous Graph Multi-Task Prompt Learning IJCAI 2025 HGOT: Self-supervised Heterogeneous Graph Neural Network with Optimal Transport ICML 2025 HHAN: Comprehensive Infectious Disease Source Tracing via Heterogeneous Hypergraph Neural Network AAAI 2025 HIEGNet: A Heterogenous Graph Neural Network Including the Immune Environment in Glomeruli Classification MIDL 2025 Hierarchical Graph Tokenization for Molecule-Language Alignment ICML 2025 Hierarchical Material Recognition from Local Appearance ICCV 2025 Hierarchical Mixture of Experts: Generalizable Learning for High-Level Synthesis AAAI 2025 HiGDA: Hierarchical Graph of Nodes to Learn Local-to-Global Topology for Semi-Supervised Domain Adaptation AAAI 2025 Higher-Order Graphon Neural Networks: Approximation and Cut Distance ICLR 2025 Higher Order Structures for Graph Explanations AAAI 2025