Graph Neural Networks

BGM: Demand Prediction for Expanding Bike-Sharing Systems with Dynamic Graph Modeling IJCAI 2025 Bidirectional Hierarchical Protein Multi-Modal Representation Learning MLHC 2025 Bi-Directional Multi-Scale Graph Dataset Condensation via Information Bottleneck AAAI 2025 BIG-FUSION: Brain-Inspired Global-Local Context Fusion Framework for Multimodal Emotion Recognition in Conversations AAAI 2025 Bi-level Contrastive Learning for Knowledge-Enhanced Molecule Representations AAAI 2025 Biologically Plausible Brain Graph Transformer ICLR 2025 BioX-CPath: Biologically-driven Explainable Diagnostics for Multistain IHC Computational Pathology CVPR 2025 Boosting Protein Graph Representations through Static-Dynamic Fusion ICML 2025 Bootstrapping Heterogeneous Graph Representation Learning via Large Language Models: A Generalized Approach AAAI 2025 BrainMAP: Learning Multiple Activation Pathways in Brain Networks AAAI 2025 BrainOOD: Out-of-distribution Generalizable Brain Network Analysis ICLR 2025 Breaking Grid Constraints: Dynamic Graph Reconstruction Network for Multi-organ Segmentation ICCV 2025 BrepGiff: Lightweight Generation of Complex B-rep with 3D GAT Diffusion CVPR 2025 Bridging Molecular Graphs and Large Language Models AAAI 2025 Bridging Traffic State and Trajectory for Dynamic Road Network and Trajectory Representation Learning AAAI 2025 Bridging Training and Execution via Dynamic Directed Graph-Based Communication in Cooperative Multi-Agent Systems AAAI 2025 Bundle Neural Network for message diffusion on graphs ICLR 2025 CaDA: Cross-Problem Routing Solver with Constraint-Aware Dual-Attention ICML 2025 Can Classic GNNs Be Strong Baselines for Graph-level Tasks? Simple Architectures Meet Excellence ICML 2025 Can dependency parses facilitate generalization in language models? A case study of cross-lingual relation extraction NAACL 2025 Can Graph Neural Networks Learn Language with Extremely Weak Text Supervision? ACL 2025 Can Large Language Models Act as Ensembler for Multi-GNNs? EMNLP 2025 Can LLMs Convert Graphs to Text-Attributed Graphs? NAACL 2025 Capturing Latent Modal Association For Multimodal Entity Alignment EMNLP 2025 Causal Graph Transformer for Treatment Effect Estimation Under Unknown Interference ICLR 2025