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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

MMPG: MoE-based Adaptive Multi-Perspective Graph Fusion for Protein Representation Learning AAAI 2026
KCLNet: Electrically Equivalence-Oriented Graph Representation Learning for Analog Circuits AAAI 2026
Sentient: Detecting APTs via Capturing Indirect Dependencies and Behavioral Logic AAAI 2026
Personality-guided Public-Private Domain Disentangled Hypergraph-Former Network for Multimodal Depression Detection AAAI 2026
Learning Personalised Human Internal Cognition from External Expressive Behaviours for Real Personality Recognition AAAI 2026
HyperSign: Hierarchical Hypergraph-based Co-occurrence Modeling for Sign Language Recognition and Translation AAAI 2026
Dual-Geometry Graph Network: Unifying Local and Global Priors for Few-Shot Learning AAAI 2026
Pb4U-GNet: Resolution-Adaptive Garment Simulation via Propagation-before-Update Graph Network AAAI 2026
Edge-Centric Relational Reasoning for 3D Scene Graph Prediction AAAI 2026
FantasyHSI: Video-Generation-Centric 4D Human Synthesis in Any Scene Through a Graph-Based Multi-Agent Framework AAAI 2026
LORETTA: A Low Resource Framework to Poison Continuous Time Dynamic Graphs AAAI 2026
Dual-Kernel Graph Community Contrastive Learning AAAI 2026
ARDiff: Anisotropic Residual Diffusion for Heterogeneous Graph Learning AAAI 2026
Scalable Semi-supervised Community Search via Graph Transformer on Attributed Heterogeneous Information Networks AAAI 2026
Transferable Graph Condensation from the Causal Perspective AAAI 2026
DiffMM: Efficient Method for Accurate Noisy and Sparse Trajectory Map Matching via One Step Diffusion AAAI 2026
Beyond Single Transactions: D-EMAML---Dual-Edge Motif Neural Networks for Enhanced Anti-Money Laundering Detection AAAI 2026
NTSFormer: A Self-Teaching Graph Transformer for Multimodal Isolated Cold-Start Node Classification AAAI 2026
Echoless Label-Based Pre-computation for Memory-Efficient Heterogeneous Graph Learning AAAI 2026
Revisiting Contrastive Learning in Collaborative Filtering via Parallel Graph Filters AAAI 2026
Can Molecular Evolution Mechanism Enhance Molecular Representation? AAAI 2026
DGP: A Dual-Granularity Prompting Framework for Fraud Detection with Graph-Enhanced LLMs AAAI 2026
Beyond Local Patterns: Multiscale Inconsistency Learning for Graph Anomaly Detection AAAI 2026
Graph2Video: Leveraging Video Models to Model Dynamic Graph Evolution AAAI 2026
Prior Refinement Is Better: Diffusion-Driven Graph Harmonization for Federated Graph Learning AAAI 2026