AAAI 2026 accepted papers on Graph learning
248 of the 4,417 papers accepted at AAAI 2026 (5.6%) are on Graph learning, compared with 6.3% at AAAI 2025. They fall into 4 topics.
See AAAI 2026 in the interactive map
Working on something in this area? Describe your idea in scime atlas to see the closest accepted papers by meaning and how crowded the spot has become.
Topics and papers
Graph self-supervised learning · 101 papers
- Correcting False Alarms from Unseen: Adapting Graph Anomaly Detectors at Test Time (5 citations)
- High-Pass Matters: Theoretical Insights and Sheaflet-Based Design for Hypergraph Neural Networks (5 citations)
- FairGC: Fostering Individual and Group Fairness for Deep Graph Clustering (3 citations)
- Scale-Net: A Hierarchical U-Net Framework for Cross-Scale Generalization in Multi-Task Vehicle Routing (3 citations)
- DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs (2 citations)
- From Static to Active: Knowledge-Aware Node State Selection in Multi-view Graph Learning (2 citations)
- Graph Masked Autoencoder for Multi-view Remote Sensing Data Clustering (2 citations)
- Learning Structurally Stabilized Representations for Lossless DNA Storage (2 citations)
- Rethinking Multi-Instance Learning Through Graph-Driven Fusion: A Dual-Path Approach to Adaptive Representation (2 citations)
- Stage-Aware Graph Contrastive Learning with Node-oriented Mixture of Experts (2 citations)
- UniABG: Unified Adversarial View Bridging and Graph Correspondence for Unsupervised Cross-View Geo-Localization (2 citations)
- BAG: Benchmarking Anomaly Detection on Dynamic Graphs (1 citation)
and 89 more in the interactive map.
GNN architectures · 63 papers
- Hierarchical Frequency-Decomposition Graph Neural Networks for Road Network Representation Learning (4 citations)
- FairGSE: Fairness-Aware Graph Neural Network Without High False Positive Rates (2 citations)
- Learning Fair Graph Representations via Probability of Necessity and Sufficiency (2 citations)
- Permutation Equivariant Framelet-based Hypergraph Neural Networks (2 citations)
- Privacy Auditing of Multi-Domain Graph Pre-Trained Model Under Membership Inference Attacks (2 citations)
- Tab-PET: Graph-Based Positional Encodings for Tabular Transformers (2 citations)
- Targeting Borderline Fraudsters: Multi-View Hypergraph Fraud Detection with LLM-Guided Contrastive Learning (2 citations)
- Adaptive Riemannian Graph Neural Networks (1 citation)
- Are Graph Transformers Necessary? Efficient Long-Range Message Passing with Fractal Nodes in MPNNs (1 citation)
- Beyond Fixed Depth: Adaptive Graph Neural Networks for Node Classification Under Varying Homophily (1 citation)
- Connectivity-Guided Sparsification of 2-FWL GNNs: Preserving Full Expressivity with Improved Efficiency (1 citation)
- Demystifying GNN-to-MLP Knowledge Transfer: Theoretical Grounding and Dual-Stream Distillation Method (1 citation)
and 51 more in the interactive map.
Knowledge and temporal graphs · 53 papers
- GraphRAG-Induced Dual Knowledge Structure Graphs for Personalized Learning Path Recommendation (5 citations)
- Hyperbolic-Enhanced Mixture-of-Experts Mamba for Sequential Recommendation (3 citations)
- HyperD: Hybrid Periodicity Decoupling Framework for Traffic Forecasting (3 citations)
- ViTE: Virtual Graph Trajectory Expert Router for Pedestrian Trajectory Prediction (3 citations)
- A Stage-Aware Mixture of Experts Framework for Neurodegenerative Disease Progression Modelling (2 citations)
- DANS-KGC: Diffusion Based Adaptive Negative Sampling for Knowledge Graph Completion (2 citations)
- Discovering Latent Facts from Context to Construct Richer Open Knowledge Graphs (2 citations)
- DyC-STG: Dynamic Causal Spatio-Temporal Graph Network for Real-time Data Credibility Analysis in IoT (2 citations)
- Graph Neural Field with Spatial-Correlation Augmentation for HRTF Personalization (2 citations)
- Hierarchical Attention Network with Correction for Cross-Domain User Association (2 citations)
- Information-Theoretic Minimal Sufficient Representation for Multi-Domain Knowledge Graph Completion (2 citations)
- NutriScreener: Retrieval Augmented Multi-Pose Graph Attention Network for Malnourishment Screening (2 citations)
and 41 more in the interactive map.
Graph algorithms and clustering · 31 papers
- Learn from Global Correlations: Enhancing Evolutionary Algorithm via Spectral GNN (7 citations)
- Efficient Tensorized Multi-View Anchor Graph Clustering with Affinity Propagation for Remote Sensing Data (3 citations)
- CoCo-MILP: Inter-Variable Contrastive and Intra-Constraint Competitive MILP Solution Prediction (1 citation)
- Cross-view Anchor Graph Learning and Factorization for Incomplete Multi-view Clustering (1 citation)
- Experimentation on Endogenous Graphs (1 citation)
- Online Multi-Relational Clustering with Dominant View Mining (1 citation)
- The GATTACA Framework: Graph Neural Network-Based Reinforcement Learning for Controlling Biological Networks (1 citation)
- Adaptive Fidelity Estimation for Quantum Programs with Graph-Guided Noise Awareness
- An Adaptive Configuration-Aware Simulated Annealing for the Maximally Diverse Grouping Problem
- Anchor-Driven Nyström for Deep Graph-Level Clustering
- BDD2Seq: Enabling Scalable Reversible-Circuit Synthesis via Graph-to-Sequence Learning
- CastX: Cohort-Level Causal Inference Meets Statistical Testing for Faithful and Reliable GNN Explanations
and 19 more in the interactive map.