Graph Neural Networks

Cross-Slice Knowledge Transfer via Masked Multi-Modal Heterogeneous Graph Contrastive Learning for Spatial Gene Expression Inference CVPR 2026 Deciphering Genotype-Phenotype Mechanisms from High-Content Profiling via Knowledge-Guided Multi-modal Graph Learning CVPR 2026 Differentiable Laplacian Matrix Guided Superpixel Segmentation CVPR 2026 EpiRDN: A Learnable Anisotropic Reaction-Diffusion Network for Epidemic Time Series Prediction UAI 2026 FedSST: Rethinking Fair Federated Graph Learning under Structural Shift CVPR 2026 Graph neural networks extrapolate out-of-distribution for shortest paths COLT 2026 Hypergraph-State Collaborative Reasoning for Multi-Object Tracking CVPR 2026 IEBGL:An Interpretability-Enhanced Brain Graph Learning Framework with LLM-Instructed Topology and Literature-Augmented Semantics CVPR 2026 Leakage-Aware User-Level ADHD Signal Classification from Social Media: When Graph Aggregation Helps, and When It Does Not ACL 2026 Limiting Over-Smoothing and Over-Squashing of Graph Message Passing by Deep Scattering Transforms JMLR 2026 Model Agnostic Graph Prompt Learning for Crystal Property Prediction UAI 2026 Node Regression on Latent Position Random Graphs via Local Averaging JMLR 2026 ReLaGS: Relational Language Gaussian Splatting CVPR 2026 TRACE: Transformation-Aware Graph Refinement for Reaction Condition Prediction AAAI 2026 3DPGS: 3D Probabilistic Graph Search for Archaeological Piece Grouping AAAI 2025 Accurate Link Prediction for Edge-Incomplete Graphs via PU Learning AAAI 2025 A Centrality-based Graph Learning Framework IJCAI 2025 A Deep Probabilistic Framework for Continuous Time Dynamic Graph Generation AAAI 2025 Adversarial Contrastive Graph Masked AutoEncoder Against Graph Structure and Feature Dual Attacks AAAI 2025 AGRec: Adapting Autoregressive Decoders with Graph Reasoning for LLM-based Sequential Recommendation ACL 2025 A Hubness Perspective on Representation Learning for Graph-Based Multi-View Clustering CVPR 2025 Alleviating Performance Disparity in Adversarial Spatiotemporal Graph Learning Under Zero-Inflated Distribution AAAI 2025 All Roads Lead to Rome: Graph-Based Confidence Estimation for Large Language Model Reasoning EMNLP 2025 An End-to-End Simple Clustering Hierarchical Pooling Operation for Graph Learning Based on Top-K Node Selection IJCAI 2025 A Scalable and Effective Alternative to Graph Transformers AAAI 2025