graph neural network

Adaptive Message Passing: A General Framework to Mitigate Oversmoothing, Oversquashing, and Underreaching ICML 2025 A Deep Probabilistic Framework for Continuous Time Dynamic Graph Generation AAAI 2025 Advancing Graph Generation through Beta Diffusion ICLR 2025 Adversarial Contrastive Graph Masked AutoEncoder Against Graph Structure and Feature Dual Attacks AAAI 2025 Adversarial Robust Generalization of Graph Neural Networks ICML 2025 A Dynamic Stiefel Graph Neural Network for Efficient Spatio-Temporal Time Series Forecasting IJCAI 2025 AeroGTO: An Efficient Graph-Transformer Operator for Learning Large-Scale Aerodynamics of 3D Vehicle Geometries AAAI 2025 AGCL: Aspect Graph Construction and Learning for Aspect-level Sentiment Classification COLING 2025 A Generalizable Anomaly Detection Method in Dynamic Graphs AAAI 2025 A Generalized Diffusion Framework with Learnable Propagation Dynamics for Source Localization IJCAI 2025 A Generic Continuous Multi-Joint Spinal Robotic System for Agile and Accurate Behaviors with GNN-MPC method RSS 2025 Aggregation Mechanism Based Graph Heterogeneous Networks Distillation IJCAI 2025 AGMixup: Adaptive Graph Mixup for Semi-supervised Node Classification AAAI 2025 A Graph Enhanced Symbolic Discovery Framework For Efficient Logic Optimization ICLR 2025 AGRec: Adapting Autoregressive Decoders with Graph Reasoning for LLM-based Sequential Recommendation ACL 2025 AHSG: Adversarial Attack on High-level Semantics in Graph Neural Networks ACML 2025 A Knowledge Graph Reasoning-Based Model for Computerized Adaptive Testing COLING 2025 A Label-free Heterophily-guided Approach for Unsupervised Graph Fraud Detection AAAI 2025 A Large-scale Training Paradigm for Graph Generative Models ICLR 2025 All Roads Lead to Rome: Exploring Edge Distribution Shifts for Heterophilic Graph Learning IJCAI 2025 A Manifold Perspective on the Statistical Generalization of Graph Neural Networks ICML 2025 A Mixed-Language Multi-Document News Summarization Dataset and a Graphs-Based Extract-Generate Model NAACL 2025 AMR-Transformer: Enabling Efficient Long-range Interaction for Complex Neural Fluid Simulation CVPR 2025 A Multi-Expert Structural-Semantic Hybrid Framework for Unveiling Historical Patterns in Temporal Knowledge Graphs ACL 2025 An Association-based Fusion Method for Speech Enhancement IJCAI 2025