← Architectures
Deep Learning › Architectures ›

Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

Rank and Align: Towards Effective Source-free Graph Domain Adaptation IJCAI 2024
Deep Hierarchical Graph Alignment Kernels IJCAI 2024
Subgraph Pooling: Tackling Negative Transfer on Graphs IJCAI 2024
FBLG: A Local Graph Based Approach for Handling Dual Skewed Non-IID Data in Federated Learning IJCAI 2024
A Deep Probabilistic Spatiotemporal Framework for Dynamic Graph Representation Learning with Application to Brain Disorder Identification IJCAI 2024
AnchorGT: Efficient and Flexible Attention Architecture for Scalable Graph Transformers IJCAI 2024
Towards Geometric Normalization Techniques in SE(3) Equivariant Graph Neural Networks for Physical Dynamics Simulations IJCAI 2024
Functional Graph Convolutional Networks: A Unified Multi-task and Multi-modal Learning Framework to Facilitate Health and Social-Care Insights IJCAI 2024
Spatio-Temporal Field Neural Networks for Air Quality Inference IJCAI 2024
CGAP: Urban Region Representation Learning with Coarsened Graph Attention Pooling IJCAI 2024
A Survey of Data-Efficient Graph Learning IJCAI 2024
Graph Neural Networks for Brain Graph Learning: A Survey IJCAI 2024
MPGraf: a Modular and Pre-trained Graphformer for Learning to Rank at Web-scale (Extended Abstract) IJCAI 2024
All in One: Multi-task Prompting for Graph Neural Networks (Extended Abstract) IJCAI 2024
Convergence of Message-Passing Graph Neural Networks with Generic Aggregation on Large Random Graphs JMLR 2024
TopoX: A Suite of Python Packages for Machine Learning on Topological Domains JMLR 2024
Line Graph Vietoris-Rips Persistence Diagram for Topological Graph Representation Learning JMLR 2024
Multivariate Time Series Forecasting By Graph Attention Networks With Theoretical Guarantees AISTATS 2024
Speech Topic Classification Based on Multi-Scale and Graph Attention Networks INTERSPEECH 2024
Learning Cartesian Product Graphs with Laplacian Constraints AISTATS 2024
Association Pattern-aware Fusion for Biological Entity Relationship Prediction NIPS 2024
Unsupervised stance detection for social media discussions: A generic baseline EACL 2024
Graph Neural Networks and Arithmetic Circuits NIPS 2024
Schur Nets: exploiting local structure for equivariance in higher order graph neural networks NIPS 2024
Theoretical and Empirical Insights into the Origins of Degree Bias in Graph Neural Networks NIPS 2024