Graph Neural Networks

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 AKBR: Learning Adaptive Kernel-based Representations for Graph Classification IJCAI 2025 A Large-scale Dataset and Benchmark for Commuting Origin-Destination Flow Generation ICLR 2025 A Large-scale Training Paradigm for Graph Generative Models ICLR 2025 Algorithms and Hardness for Active Learning on Graphs ICML 2025 Alleviating Performance Disparity in Adversarial Spatiotemporal Graph Learning Under Zero-Inflated Distribution AAAI 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 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 A Multi-Stream Framework Utilizing 3D Human Reconstruction for Cued Speech Recognition Interspeech 2025 AnalogGenie: A Generative Engine for Automatic Discovery of Analog Circuit Topologies ICLR 2025 An Association-based Fusion Method for Speech Enhancement IJCAI 2025 An End-to-End Simple Clustering Hierarchical Pooling Operation for Graph Learning Based on Top-K Node Selection IJCAI 2025 A Novel GNN Framework Integrating Neuroimaging and Behavioral Information to Understand Adolescent Psychiatric Disorders MIDL 2025 Antibody Design and Optimization with Multi-scale Equivariant Graph Diffusion Models for Accurate Complex Antigen Binding IJCAI 2025 A Prior-based Discrete Diffusion Model for Social Graph Generation IJCAI 2025 Architecture-Aware Learning Curve Extrapolation via Graph Ordinary Differential Equation AAAI 2025 Are Spatial-Temporal Graph Convolution Networks for Human Action Recognition Over-Parameterized? CVPR 2025 Artificial Intelligence in Spectroscopy: Advancing Chemistry from Prediction To Generation and Beyond IJCAI 2025 A Scalable and Effective Alternative to Graph Transformers AAAI 2025 A Selective Learning Method for Temporal Graph Continual Learning ICML 2025 ASIGN: An Anatomy-aware Spatial Imputation Graphic Network for 3D Spatial Transcriptomics CVPR 2025 A Survey on Temporal Interaction Graph Representation Learning: Progress, Challenges, and Opportunities IJCAI 2025