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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

Noise-Injected Spiking Graph Convolution for Energy-Efficient 3D Point Cloud Denoising AAAI 2025
GNN-Transformer Cooperative Architecture for Trustworthy Graph Contrastive Learning AAAI 2025
Subgraph Aggregation for Out-of-Distribution Generalization on Graphs AAAI 2025
Spatiotemporal-aware Trend-Seasonality Decomposition Network for Traffic Flow Forecasting AAAI 2025
Hierarchical Mixture of Experts: Generalizable Learning for High-Level Synthesis AAAI 2025
Community-Centric Graph Unlearning AAAI 2025
Scalable Quantum-Inspired Optimization Through Dynamic Qubit Compression AAAI 2025
DeMo: Decoupled Feature-Based Mixture of Experts for Multi-Modal Object Re-Identification AAAI 2025
Asymmetric Learning for Spectral Graph Neural Networks AAAI 2025
Pose Magic: Efficient and Temporally Consistent Human Pose Estimation with a Hybrid Mamba-GCN Network AAAI 2025
Alleviating Performance Disparity in Adversarial Spatiotemporal Graph Learning Under Zero-Inflated Distribution AAAI 2025
Time Series Supplier Allocation via Deep Black-Litterman Model AAAI 2025
Deep Graph Online Hashing for Multi-Label Image Retrieval AAAI 2025
Motif-Oriented Representation Learning with Topology Refinement for Drug-Drug Interaction Prediction AAAI 2025
Efficient Traffic Prediction Through Spatio-Temporal Distillation AAAI 2025
BIG-FUSION: Brain-Inspired Global-Local Context Fusion Framework for Multimodal Emotion Recognition in Conversations AAAI 2025
SCCS: Deep Neural Spectral Clustering for Self-Supervised Subcellular Structure Segmentation AAAI 2025
Graph Structure Learning for Spatial-Temporal Imputation: Adapting to Node and Feature Scales AAAI 2025
Improving Multimodal Social Media Popularity Prediction via Selective Retrieval Knowledge Augmentation AAAI 2025
Accurate Nucleic Acid-Binding Residue Identification Based Domain-Adaptive Protein Language Model and Explainable Geometric Deep Learning AAAI 2025
DepMGNN: Matrixial Graph Neural Network for Video-based Automatic Depression Assessment AAAI 2025
Learning Concept Prerequisite Relation via Global Knowledge Relation Optimization AAAI 2025
Deep Hypergraph Neural Networks with Tight Framelets AAAI 2025
Edge Contrastive Learning: An Augmentation-Free Graph Contrastive Learning Model AAAI 2025
Revolutionizing Encrypted Traffic Classification with MH-Net: A Multi-View Heterogeneous Graph Model AAAI 2025