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Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

Two Birds with One Stone: Enhancing Uncertainty Quantification and Interpretability with Graph Functional Neural Process AISTATS 2024
Exploring the Power of Graph Neural Networks in Solving Linear Optimization Problems AISTATS 2024
Multi-Scale Dynamic Graph Learning for Time Series Anomaly Detection (Student Abstract) AAAI 2024
Graph Anomaly Detection via Prototype-Aware Label Propagation (Student Abstract) AAAI 2024
Residual Graph Convolutional Network for Bird's-Eye-View Semantic Segmentation WACV 2024
SaNN: Simple Yet Powerful Simplicial-aware Neural Networks ICLR 2024
EvoluNet: Advancing Dynamic Non-IID Transfer Learning on Graphs ICML 2024
DAG-Aware Variational Autoencoder for Social Propagation Graph Generation AAAI 2024
T-NET: Weakly Supervised Graph Learning for Combatting Human Trafficking AAAI 2024
COMBHelper: A Neural Approach to Reduce Search Space for Graph Combinatorial Problems AAAI 2024
Multimodal Graph Neural Architecture Search under Distribution Shifts AAAI 2024
Hierarchical and Incremental Structural Entropy Minimization for Unsupervised Social Event Detection AAAI 2024
Signed Graph Neural Ordinary Differential Equation for Modeling Continuous-Time Dynamics AAAI 2024
Deep Structural Knowledge Exploitation and Synergy for Estimating Node Importance Value on Heterogeneous Information Networks AAAI 2024
Learning to Reweight for Generalizable Graph Neural Network AAAI 2024
Structural Entropy Based Graph Structure Learning for Node Classification AAAI 2024
LGMRec: Local and Global Graph Learning for Multimodal Recommendation AAAI 2024
ADA-GAD: Anomaly-Denoised Autoencoders for Graph Anomaly Detection AAAI 2024
ViSTec: Video Modeling for Sports Technique Recognition and Tactical Analysis AAAI 2024
Label Attentive Distillation for GNN-Based Graph Classification AAAI 2024
ReGCL: Rethinking Message Passing in Graph Contrastive Learning AAAI 2024
Graph Invariant Learning with Subgraph Co-mixup for Out-of-Distribution Generalization AAAI 2024
Spatio-Temporal Pivotal Graph Neural Networks for Traffic Flow Forecasting AAAI 2024
A Generalized Neural Diffusion Framework on Graphs AAAI 2024
Towards Continual Knowledge Graph Embedding via Incremental Distillation AAAI 2024