Graph Neural Networks

DEBAR: Mitigating Contextual Bias in Cross-Document Relation Extraction via Dual-Stream Decoupling ACL 2026 Deformable Polygonal Flow Matching with Informed Priors and Hierarchical Graph Constraints AAAI 2026 DeloopSGNN: Revisiting Spectral GNNs Through the Lens of Spatial Aggregation AAAI 2026 Delving into Dynamic Scene Cue-Consistency for Robust 3D Multi-Object Tracking AAAI 2026 DGKAN: Dual-branch Graph Kolmogorov-Arnold Network for Unsupervised Multimodal Change Detection AAAI 2026 DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs AAAI 2026 DGSAN: Dual-Graph Spatiotemporal Attention Network for Pulmonary Nodule Malignancy Prediction AAAI 2026 DGTF: Cross-Domain Decentralized Graph Learning with Topology-Aware Knowledge Fusion AAAI 2026 DiffMM: Efficient Method for Accurate Noisy and Sparse Trajectory Map Matching via One Step Diffusion AAAI 2026 Directing Uncertainty-Aware Information Flow for Robust Diffusion Prediction AAAI 2026 Discrete Structure Augmentation for Graph Convolutional Networks AAAI 2026 DisGraph-RP: Graph-Augmented Temporal Modeling with Aspect-Based Contrastive Encoding of Discharge Summary for Readmission Prediction EACL 2026 Domain-Aware Multi-View Contrastive Representation Learning for Protein Subcellular Localization Prediction AAAI 2026 DOTGraph: CLIP-Driven Feature Disentanglement and Optimal Transport based Graph Learning for Few-Shot Segmentation WACV 2026 DRSoRec: Dual-Rectification of Social Networks for Recommendation AAAI 2026 Dual-branch Spatial-Temporal Self-supervised Representation for Enhanced Road Network Learning AAAI 2026 Dual-Geometry Graph Network: Unifying Local and Global Priors for Few-Shot Learning AAAI 2026 Dual Graph Disambiguation for Multi-Instance Partial-Label Learning AAAI 2026 Dual-Kernel Graph Community Contrastive Learning AAAI 2026 Dual Mamba for Node-Specific Representation Learning: Tackling Over-Smoothing with Selective State Space Modeling AAAI 2026 DuoKD: Dual Knowledge Distillation from Large Language Models for Robust Graph Neural Networks AAAI 2026 DW-DGAT: Dynamically Weighted Dual Graph Attention Network for Neurodegenerative Disease Diagnosis AAAI 2026 DyC-STG: Dynamic Causal Spatio-Temporal Graph Network for Real-time Data Credibility Analysis in IoT AAAI 2026 Dynamic Deep Graph Learning for Incomplete Multi-View Clustering with Masked Graph Reconstruction Loss AAAI 2026 DynamicRTL: RTL Representation Learning for Dynamic Circuit Behavior AAAI 2026