Graph Neural Networks

Highly Imperceptible Black-Box Graph Injection Attacks with Reinforcement Learning AAAI 2025 High-Rank Irreducible Cartesian Tensor Decomposition and Bases of Equivariant Spaces JMLR 2025 Hi-Patch: Hierarchical Patch GNN for Irregular Multivariate Time Series ICML 2025 HiTuner: Hierarchical Semantic Fusion Model Fine-Tuning on Text-Attributed Graphs IJCAI 2025 Holographic Node Representations: Pre-training Task-Agnostic Node Embeddings ICLR 2025 HomoGraphAdapter: A Homogeneous Graph Neural Network as an Effective Adapter for Vision-Language Models EMNLP 2025 Homomorphism Counts as Structural Encodings for Graph Learning ICLR 2025 Homomorphism Expressivity of Spectral Invariant Graph Neural Networks ICLR 2025 Homophily Enhanced Graph Domain Adaptation ICML 2025 How Aligned Are Unimodal Language and Graph Encodings of Chemical Molecules? IJCNLP 2025 How Much Can Transfer? BRIDGE: Bounded Multi-Domain Graph Foundation Model with Generalization Guarantees ICML 2025 HSGM: Hierarchical Segment-Graph Memory for Scalable Long-Text Semantics EMNLP 2025 HumanRig: Learning Automatic Rigging for Humanoid Character in a Large Scale Dataset CVPR 2025 Hydra-SGG: Hybrid Relation Assignment for One-stage Scene Graph Generation ICLR 2025 HYGMA: Hypergraph Coordination Networks with Dynamic Grouping for Multi-Agent Reinforcement Learning ICML 2025 HygMap: Representing All Types of Map Entities via Heterogeneous Hypergraph IJCAI 2025 Hyperbolic-PDE GNN: Spectral Graph Neural Networks in the Perspective of A System of Hyperbolic Partial Differential Equations ICML 2025 HyperDefender: A Robust Framework for Hyperbolic GNNs AAAI 2025 Hyper-Depth: Hypergraph-based Multi-Scale Representation Fusion for Monocular Depth Estimation ICCV 2025 HyperDet: Source Detection in Hypergraphs via Interactive Relationship Construction and Feature-rich Attention Fusion IJCAI 2025 HyperGCT: A Dynamic Hyper-GNN-Learned Geometric Constraint for 3D Registration ICCV 2025 Hypergraph Attacks via Injecting Homogeneous Nodes into Elite Hyperedges AAAI 2025 Hypergraph Learning for Unsupervised Graph Alignment via Optimal Transport AAAI 2025 Hypergraph Vision Transformers: Images are More than Nodes, More than Edges CVPR 2025 HyperIDP: Customizing Temporal Hypergraph Neural Networks for Multi-Scale Information Diffusion Prediction COLING 2025