Graph Neural Networks

HyperIMTS: Hypergraph Neural Network for Irregular Multivariate Time Series Forecasting ICML 2025 HyperKGR: Knowledge Graph Reasoning in Hyperbolic Space with Graph Neural Network Encoding Symbolic Path EMNLP 2025 HyperNear: Unnoticeable Node Injection Attacks on Hypergraph Neural Networks ICML 2025 IGL-Bench: Establishing the Comprehensive Benchmark for Imbalanced Graph Learning ICLR 2025 IGraSS: Learning to Identify Infrastructure Networks from Satellite Imagery by Iterative Graph-constrained Semantic Segmentation IJCAI 2025 Image-Enhanced Hybrid Encoding with Reinforced Contrastive Learning for Spatial Domain Identification in Spatial Transcriptomics IJCAI 2025 Implicit degree bias in the link prediction task ICML 2025 Implicit Subgraph Neural Network ICML 2025 Implicit vs Unfolded Graph Neural Networks JMLR 2025 Improved Expressivity of Hypergraph Neural Networks through High-Dimensional Generalized Weisfeiler-Leman Algorithms ICML 2025 Improving Efficiency of Sampling-based Motion Planning via Message-Passing Monte Carlo CoRL 2025 Improving Equivariant Networks with Probabilistic Symmetry Breaking ICLR 2025 Improving Graph Contrastive Learning with Community Structure UAI 2025 Improving Graph Neural Networks by Learning Continuous Edge Directions ICLR 2025 Improving Graph Neural Networks on Multi-node Tasks with the Labeling Trick JMLR 2025 Improving Handshape Representations for Sign Language Processing: A Graph Neural Network Approach EMNLP 2025 Improving Multimodal Social Media Popularity Prediction via Selective Retrieval Knowledge Augmentation AAAI 2025 Improving Soft Unification with Knowledge Graph Embedding Methods ICML 2025 Improving the Effective Receptive Field of Message-Passing Neural Networks ICML 2025 Incomplete and Unpaired Multi-View Graph Clustering with Cross-View Feature Fusion AAAI 2025 Inductive Learning on Heterogeneous Graphs Enhanced by LLMs for Software Mention Detection ACL 2025 Inductive Link Prediction in N-ary Knowledge Graphs COLING 2025 Inferring Past Human Actions in Homes with Abductive Reasoning WACV 2025 Injecting Structured Knowledge into LLMs via Graph Neural Networks ACL 2025 Instant Policy: In-Context Imitation Learning via Graph Diffusion ICLR 2025