Graph Neural Networks

CITE: Benchmarking Heterogeneous Text-Attributed Graph Models ACL 2026 Cliqueformer: Model-Based Optimization with Structured Transformers AAAI 2026 Closer to Biological Mechanism: Drug-Drug Interaction Prediction from the Perspective of Pharmacophore AAAI 2026 CLUHCS:Dual-View Contrastive Learning Enabled Unsupervised Heterogeneous Community Search with Meta-Path Behavior Modeling AAAI 2026 CO2-Meter: A Comprehensive Carbon Footprint Estimator for LLMs on Edge Devices AAAI 2026 Coarse-to-Fine Open-Set Graph Node Classification with Large Language Models AAAI 2026 CoCo-MILP: Inter-Variable Contrastive and Intra-Constraint Competitive MILP Solution Prediction AAAI 2026 Combining LLM Semantic Reasoning with GNN Structural Modeling for Multi-View Multi-Label Feature Selection AAAI 2026 Compressing LLM Knowledge into Graph Representations for Text-attributed Graphs Learning ACL 2026 Conditional Distribution Learning for Graph Classification AAAI 2026 Connectivity-Guided Sparsification of 2-FWL GNNs: Preserving Full Expressivity with Improved Efficiency AAAI 2026 Consensus Optimization Graph Neural Networks UAI 2026 ContextGraph: Lifelog Intelligence Framework for Contextual Subgraph Evolution AAAI 2026 Cooperative Graph Transformer with Structural Consensus for Multi-View Learning AAAI 2026 CoPol at SemEval-2026 Task 9: Modeling Polarization Type Co-occurrence with Label Correlation Networks SemEval 2026 CoRoGS: Contextual Gaussian Splatting for Robust Large-Deviation View Synthesis CVPR 2026 Correcting False Alarms from Unseen: Adapting Graph Anomaly Detectors at Test Time AAAI 2026 Cross-View Progressive Feature Filtering for Multi-View Graph Clustering in Remote Sensing AAAI 2026 CycleChemist: A Dual-Pronged Machine Learning Framework for Organic Photovoltaic Discovery AAAI 2026 DA-DFGAS:Differentiable Federated Graph Neural Architecture Search with Distribution-Aware Attentive Aggregation AAAI 2026 DAPrompt: Dual Alignment Prompt of Structure and Semantics for Few-shot Graph Learning AAAI 2026 DarkFarseer: Robust Spatio-Temporal Kriging Under Graph Sparsity and Noise AAAI 2026 DARLING: Dual Hypergraph-Enhanced Curriculum-Guided Graph Structure Learning for Node Classification AAAI 2026 DcMatch: Unsupervised Multi-Shape Matching with Dual-Level Consistency AAAI 2026 DDIN: Reinforcement Learning with Asymmetric GNNs for Dismantling Directed Interdependent Networks (Student Abstract) AAAI 2026