graph neural network

Learning Cell-Aware Hierarchical Multi-Modal Representations for Robust Molecular Modeling AAAI 2026 Learning Fair Graph Representations via Probability of Necessity and Sufficiency AAAI 2026 Learning Heuristic Functions with Graph Neural Networks for Numeric Planning AAAI 2026 Learning Network Dismantling Without Handcrafted Inputs AAAI 2026 Learning Personalised Human Internal Cognition from External Expressive Behaviours for Real Personality Recognition AAAI 2026 Learning the Latent Structure: A Feature-Centric Approach to Graph Data Augmentation AAAI 2026 Learning to accelerate distributed ADMM using graph neural networks L4DC 2026 Learning to Cluster Rare Cell Types: Implicit Semantic Data Augmentation for Spatial Multi-modal Omics Analysis AAAI 2026 Learning to Explore: Policy-Guided Outlier Synthesis for Graph Out-of-Distribution Detection AAAI 2026 Learning to Rank: How GNNs Solve Max-Clique and Sparse PCA AAAI 2026 Leveraging LLM-GNN Integration for Open-World Question Answering over Knowledge Graphs EACL 2026 LGAN: An Efficient High-Order Graph Neural Network via the Line Graph Aggregation AAAI 2026 LightGazeNet: A Lightweight GNN-based Architecture for Gaze Estimation WACV 2026 Limiting Over-Smoothing and Over-Squashing of Graph Message Passing by Deep Scattering Transforms JMLR 2026 Logical Characterizations of GNNs with Mean Aggregation AAAI 2026 MAPI-GNN: Multi-Activation Plane Interaction Graph Neural Network for Multimodal Medical Diagnosis AAAI 2026 MCI-Net: A Robust Multi-Domain Context Integration Network for Point Cloud Registration AAAI 2026 MemeWeaver: Inter-Meme Graph Reasoning for Sexism and Misogyny Detection EACL 2026 Mitigating Noise and Imbalance in Social Governance Graphs for Multi-Type Risk Assessment AAAI 2026 MMPG: MoE-based Adaptive Multi-Perspective Graph Fusion for Protein Representation Learning AAAI 2026 Model Agnostic Graph Prompt Learning for Crystal Property Prediction UAI 2026 MoToRec: Sparse-Regularized Multimodal Tokenization for Cold-Start Recommender AAAI 2026 MPAS: Breaking Sequential Constraints of Multi-Agent Communication Topologies via Individual-Epistemic Message Propagation AAAI 2026 MUG: Meta-path-aware Universal Heterogeneous Graph Pre-Training AAAI 2026 Multi-Granular Graph Learning with Fine-Grained Behavioral Pattern Awareness for Session-Based Recommendation AAAI 2026