Graph Neural Networks

Graph Contrastive Learning with Joint Spectral Augmentation of Attribute and Topology AAAI 2025 Graph Domain Adaptation with Dual-branch Encoder and Two-level Alignment for Whole Slide Image-based Survival Prediction ICCV 2025 Graph-Embedded Structure-Aware Perceptual Hashing for Neural Network Protection and Piracy Detection CVPR 2025 GraphEval: A Lightweight Graph-Based LLM Framework for Idea Evaluation ICLR 2025 Graph-Guided Textual Explanation Generation Framework EMNLP 2025 Graphically Speaking: Unmasking Abuse in Social Media with Conversation Insights ACL 2025 Graph-Jigsaw Conditioned Diffusion Model for Skeleton-Based Video Anomaly Detection WACV 2025 GraphLSS: Integrating Lexical, Structural, and Semantic Features for Long Document Extractive Summarization NAACL 2025 Graph Mediator Networks Bridging Local and Global Semantics via Serial Message Passing ACML 2025 GraphMimic: Graph-to-Graphs Generative Modeling from Videos for Policy Learning CVPR 2025 Graph Mixture of Experts and Memory-augmented Routers for Multivariate Time Series Anomaly Detection AAAI 2025 GraphMoRE: Mitigating Topological Heterogeneity via Mixture of Riemannian Experts AAAI 2025 GraphNarrator: Generating Textual Explanations for Graph Neural Networks ACL 2025 Graph Neural Network Combining Event Stream and Periodic Aggregation for Low-Latency Event-based Vision CVPR 2025 Graph Neural Network Generalization With Gaussian Mixture Model Based Augmentation ICML 2025 Graph Neural Networks Are More Than Filters: Revisiting and Benchmarking from A Spectral Perspective ICLR 2025 Graph Neural Networks Can (Often) Count Substructures ICLR 2025 Graph Neural Networks for Databases: A Survey IJCAI 2025 Graph Neural Networks for Edge Signals: Orientation Equivariance and Invariance ICLR 2025 Graph Neural Networks Gone Hogwild ICLR 2025 GraphNeuralNetworks.jl: Deep Learning on Graphs with Julia JMLR 2025 Graph Neural Preconditioners for Iterative Solutions of Sparse Linear Systems ICLR 2025 Graph Neural Ricci Flow: Evolving Feature from a Curvature Perspective ICLR 2025 Graph OOD Detection via Plug-and-Play Energy-based Evaluation and Propagation IJCAI 2025 GraphProt: Certified Black-Box Shielding Against Backdoored Graph Models IJCAI 2025