graph neural network

Uncertainty Modeling in Graph Neural Networks via Stochastic Differential Equations ICLR 2025 Understanding GNNs and Homophily in Dynamic Node Classification AISTATS 2025 Understanding Virtual Nodes: Oversquashing and Node Heterogeneity ICLR 2025 Unifews: You Need Fewer Operations for Efficient Graph Neural Networks ICML 2025 Unified Graph Neural Networks Pre-training for Multi-domain Graphs AAAI 2025 UniFORM: Towards Unified Framework for Anomaly Detection on Graphs AAAI 2025 UniTR: A Unified Framework for Joint Representation Learning of Trajectories and Road Networks AAAI 2025 UniVAD: A Training-free Unified Model for Few-shot Visual Anomaly Detection CVPR 2025 Universal Scene Graph Generation CVPR 2025 Unlocking the Potential of Black-box Pre-trained GNNs for Graph Few-shot Learning AAAI 2025 Unmasking Fake Careers: Detecting Machine-Generated Career Trajectories via Multi-layer Heterogeneous Graphs EMNLP 2025 Unsupervised Continual Domain Shift Learning with Multi-Prototype Modeling CVPR 2025 Unveiling the Threat of Fraud Gangs to Graph Neural Networks: Multi-Target Graph Injection Attacks Against GNN-Based Fraud Detectors AAAI 2025 Valid Conformal Prediction for Dynamic GNNs ICLR 2025 Variational Graph Auto-Encoder Driven Graph Enhancement for Sequential Recommendation IJCAI 2025 Verifying Quantized Graph Neural Networks is PSPACE-complete IJCAI 2025 Virtual Nodes Can Help: Tackling Distribution Shifts in Federated Graph Learning AAAI 2025 Vision Graph Prompting via Semantic Low-Rank Decomposition ICML 2025 Vision-Language Neural Graph Featurization for Extracting Retinal Lesions ICCV 2025 WatE: A Wasserstein t-distributed Embedding Method for Information-enriched Graph Visualization AAAI 2025 Wave-driven Graph Neural Networks with Energy Dynamics for Over-smoothing Mitigation IJCAI 2025 What Ails Generative Structure-based Drug Design: Expressivity is Too Little or Too Much? AISTATS 2025 What Are Good Positional Encodings for Directed Graphs? ICLR 2025 What Can We Learn From MIMO Graph Convolutions? IJCAI 2025 What Makes a Good Reasoning Chain? Uncovering Structural Patterns in Long Chain-of-Thought Reasoning EMNLP 2025