Graph Neural Networks

Graph Representation Learning in Hyperbolic Space via Dual-Masked COLING 2025 Graph Segmentation and Contrastive Enhanced Explainer for Graph Neural Networks AAAI 2025 Graph Sparsification via Mixture of Graphs ICLR 2025 Graph Structure Learning for Spatial-Temporal Imputation: Adapting to Node and Feature Scales AAAI 2025 Graph Structure Refinement with Energy-based Contrastive Learning AAAI 2025 Graph-Supported Dynamic Algorithm Configuration for Multi-Objective Combinatorial Optimization ICML 2025 Graph Transformers Dream of Electric Flow ICLR 2025 GraphTranslate: Predicting Clinical Trial Translation using Graph Neural Networks on Biomedical Literature ACL 2025 GraSP: Simple Yet Effective Graph Similarity Predictions AAAI 2025 Greener GRASS: Enhancing GNNs with Encoding, Rewiring, and Attention ICLR 2025 GReX: A Graph Neural Network-Based Rerank-then-Expand Method for Detecting Conflicts Among Legal Articles in Korean Criminal Law EMNLP 2025 Griffin: Towards a Graph-Centric Relational Database Foundation Model ICML 2025 GRIL: Knowledge Graph Retrieval-Integrated Learning with Large Language Models EMNLP 2025 Grimm: A Plug-and-Play Perturbation Rectifier for Graph Neural Networks Defending Against Poisoning Attacks AAAI 2025 gRNAde: Geometric Deep Learning for 3D RNA inverse design ICLR 2025 GRNFormer: A Biologically-Guided Framework for Integrating Gene Regulatory Networks into RNA Foundation Models ACL 2025 GrokFormer: Graph Fourier Kolmogorov-Arnold Transformers ICML 2025 GRPose: Learning Graph Relations for Human Image Generation with Pose Priors AAAI 2025 G-Safeguard: A Topology-Guided Security Lens and Treatment on LLM-based Multi-agent Systems ACL 2025 GSDNet: Revisiting Incomplete Multimodality-Diffusion Emotion Recognition from the Perspective of Graph Spectrum IJCAI 2025 GTAnet: Geometry-Guided Temporal Attention for EEG-Based Sound Source Tracking in Cocktail Party Scenarios Interspeech 2025 GTR: A General, Multi-View, and Dynamic Framework for Trajectory Representation Learning ICML 2025 Harnessing Language Model for Cross-Heterogeneity Graph Knowledge Transfer AAAI 2025 HA-SCN: Learning Hierarchical Aligned Subtree Convolutional Networks for Graph Classification IJCAI 2025 Haste Makes Waste: A Simple Approach for Scaling Graph Neural Networks ICML 2025