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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

RABot: Reinforcement-Guided Graph Augmentation for Imbalanced and Noisy Social Bot Detection AAAI 2026

HGATSolver: A Heterogeneous Graph Attention Solver for Fluid–Structure Interaction AAAI 2026

Apo2Mol: 3D Molecule Generation via Dynamic Pocket-Aware Diffusion Models 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

Learning Structurally Stabilized Representations for Lossless DNA Storage AAAI 2026

ViG-RAG: Video-aware Graph Retrieval-Augmented Generation via Temporal and Semantic Hybrid Reasoning AAAI 2026

Physical-regularized Hierarchical Generative Model for Metallic Glass Structural Generation and Energy Prediction AAAI 2026

DyC-STG: Dynamic Causal Spatio-Temporal Graph Network for Real-time Data Credibility Analysis in IoT AAAI 2026

Light but Sharp: SlimSTAD for Real-Time Action Detection from Sensor Data AAAI 2026

Topology-Enhanced and Label Correlation-Aware Model for Protein-Protein Interaction Prediction AAAI 2026

Transferable Hypergraph Attack via Injecting Nodes into Pivotal Hyperedges AAAI 2026

Directing Uncertainty-Aware Information Flow for Robust Diffusion Prediction AAAI 2026

Revisiting the Canonicalization for Fast and Accurate Crystal Tensor Property Prediction AAAI 2026

Magnitude-Modulated Equivariant Adapter for Parameter-Efficient Fine-Tuning of Equivariant Graph Neural Networks AAAI 2026

Targeted Pathway Inference for Biological Knowledge Bases via Graph Learning and Explanation AAAI 2026

BugSweeper: Function-Level Detection of Smart Contract Vulnerabilities Using Graph Neural Networks AAAI 2026

Learning Cell-Aware Hierarchical Multi-Modal Representations for Robust Molecular Modeling AAAI 2026

PLA-MGRA: Multi-Granularity and Relation-Aware Learning for Efficient and Generalizable Protein-Ligand Binding Affinity Prediction AAAI 2026

Factorization-in-Loop:Proximal Fill-in Minimization for Sparse Matrix Reordering AAAI 2026

When Genes Speak: A Semantic-Guided Framework for Spatially Resolved Transcriptomics Data Clustering AAAI 2026

DynamicRTL: RTL Representation Learning for Dynamic Circuit Behavior AAAI 2026

BDD2Seq: Enabling Scalable Reversible-Circuit Synthesis via Graph-to-Sequence Learning AAAI 2026

The GATTACA Framework: Graph Neural Network-Based Reinforcement Learning for Controlling Biological Networks AAAI 2026

Interpretable and Robust Behavior Abstraction via Environment-Disentangled Heterogeneous Graph AAAI 2026