Graph Neural Networks

Subgraph Encoding with Bicentric Sphere Node Labeling and Pooling for Link Prediction AAAI 2026 Surrogate as Teacher: Distillation-Guided Graph Poisoning Attack AAAI 2026 SVGL: Scale-Variable Graph Learning in Model Space for Multivariate Time Series Classification AAAI 2026 T3former: Temporal Graph Classification with Topological Machine Learning AAAI 2026 TabEmb: Joint Semantic-Structure Embedding for Table Annotation ACL 2026 Targeted Pathway Inference for Biological Knowledge Bases via Graph Learning and Explanation AAAI 2026 Targeting Borderline Fraudsters: Multi-View Hypergraph Fraud Detection with LLM-Guided Contrastive Learning AAAI 2026 Task-Aware Retrieval Augmentation for Dynamic Recommendation AAAI 2026 Team Poznan at SemEval-2026 Task 13: Detecting Machine-Generated Code with Multiple Programming Languages, Generators, and Application Scenarios SemEval 2026 Team VYN at SemEval-2026 Task 3: Dimensional Aspect-Based Sentiment Analysis SemEval 2026 Text-Attributed Knowledge Graph Enrichment with Large Language Models for Medical Concept Representation ACL 2026 The Correspondence Between Bounded Graph Neural Networks and Fragments of First-Order Logic AAAI 2026 The GATTACA Framework: Graph Neural Network-Based Reinforcement Learning for Controlling Biological Networks AAAI 2026 THGB: A Comprehensive Benchmark for Text-attributed Heterogeneous Graphs AAAI 2026 TIGER-MARL: Enhancing Multi-Agent Reinforcement Learning with Temporal Information through Graph-based Embeddings and Representations L4DC 2026 Time-Series Anomaly Detection with Graph-Based Self-Supervised Learning and Foundation Models: Towards Real-World Applications AAAI 2026 TLAGC: Taylor Linear Attention-Guided Graph Convolutions for Revealing Spatial Domains in Spatial Multi-Omics Data AAAI 2026 Topology-Aware Vision Transformers for Enhanced Scene Recognition AAAI 2026 Topology-Enhanced and Label Correlation-Aware Model for Protein-Protein Interaction Prediction AAAI 2026 Towards Effective, Stealthy, and Persistent Backdoor Attacks Targeting Graph Foundation Models AAAI 2026 Towards Human-Like Robot Handwriting via Contour-Aware Generation CVPR 2026 Towards Multiple Missing Values-resistant Unsupervised Graph Anomaly Detection AAAI 2026 Towards OOD Generalization in Dynamic Graphs via Causal Invariant Learning AAAI 2026 Towards Robust Text-Attributed Federated Graph Learning: Multimodal Threats and Defense AAAI 2026 Training-Only Heterogeneous Image-Patch-Text Graph Supervision for Advancing Few-Shot Learning Adapters CVPR 2026