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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

Privacy Auditing of Multi-Domain Graph Pre-Trained Model Under Membership Inference Attacks AAAI 2026
SGMT: Social Generating with Multiview-Guided Tuning In Recommender Systems AAAI 2026
SA²GFM: Enhancing Robust Graph Foundation Models with Structure-Aware Semantic Augmentation AAAI 2026
Task-Aware Retrieval Augmentation for Dynamic Recommendation AAAI 2026
From Subtle to Significant: Prompt-Driven Self-Improving Optimization in Test-Time Graph OOD Detection AAAI 2026
DARLING: Dual Hypergraph-Enhanced Curriculum-Guided Graph Structure Learning for Node Classification AAAI 2026
GIER: Addressing Class Imbalance in GNNs Through Experience Replay AAAI 2026
FairGSE: Fairness-Aware Graph Neural Network Without High False Positive Rates AAAI 2026
Noise-Aware Graph-Based Cognitive Diagnostic Framework Through Low-Rank Alignment AAAI 2026
Binary Message Passing for Generalizable Semi-Supervised Graph Anomaly Detection AAAI 2026
Global-Lens Transformers: Adaptive Token Mixing for Dynamic Link Prediction AAAI 2026
Meta Dynamic Graph for Traffic Flow Prediction AAAI 2026
ViTE: Virtual Graph Trajectory Expert Router for Pedestrian Trajectory Prediction AAAI 2026
BrainHGT: A Hierarchical Graph Transformer for Interpretable Brain Network Analysis AAAI 2026
Heterogeneous Graph Neural Networks for Assumption-Based Argumentation AAAI 2026
The Correspondence Between Bounded Graph Neural Networks and Fragments of First-Order Logic AAAI 2026
PAGE: A Unified Approach for Federated Graph Unlearning AAAI 2026
Spectral Basis Learning for Expressive Graph Neural Networks in Link Prediction AAAI 2026
Combining LLM Semantic Reasoning with GNN Structural Modeling for Multi-View Multi-Label Feature Selection AAAI 2026
Strategy-Architecture Synergy: A Multi-View Graph Contrastive Paradigm for Consistent Representations IJCAI 2025
A Dynamic Stiefel Graph Neural Network for Efficient Spatio-Temporal Time Series Forecasting IJCAI 2025
Multimodal Fine-grained Context Interaction Graph Modeling for Conversational Speech Synthesis EMNLP 2025
Rethinking Federated Graph Learning: A Data Condensation Perspective IJCAI 2025
LRGR: Self-Supervised Incomplete Multi-View Clustering via Local Refinement and Global Realignment IJCAI 2025
What Makes a Good Reasoning Chain? Uncovering Structural Patterns in Long Chain-of-Thought Reasoning EMNLP 2025