← Architectures
Deep Learning › Architectures ›

Graph Neural Networks

4495 directly classified papers

Papers per year

Papers

What do Graph Neural Networks learn? Insights from Tropical Geometry NIPS 2024
The Map Equation Goes Neural: Mapping Network Flows with Graph Neural Networks NIPS 2024
RelBench: A Benchmark for Deep Learning on Relational Databases NIPS 2024
Are High-Degree Representations Really Unnecessary in Equivariant Graph Neural Networks? NIPS 2024
Using Time-Aware Graph Neural Networks to Predict Temporal Centralities in Dynamic Graphs NIPS 2024
Neural Network Reparametrization for Accelerated Optimization in Molecular Simulations NIPS 2024
Non-convolutional graph neural networks. NIPS 2024
Energy-based Epistemic Uncertainty for Graph Neural Networks NIPS 2024
What is my quantum computer good for? Quantum capability learning with physics-aware neural networks NIPS 2024
NoisyGL: A Comprehensive Benchmark for Graph Neural Networks under Label Noise NIPS 2024
Generative Hierarchical Materials Search NIPS 2024
Graphcode: Learning from multiparameter persistent homology using graph neural networks NIPS 2024
Probabilistic Weather Forecasting with Hierarchical Graph Neural Networks NIPS 2024
Graph Neural Networks Do Not Always Oversmooth NIPS 2024
DECRL: A Deep Evolutionary Clustering Jointed Temporal Knowledge Graph Representation Learning Approach NIPS 2024
Deep Homomorphism Networks NIPS 2024
DFA-GNN: Forward Learning of Graph Neural Networks by Direct Feedback Alignment NIPS 2024
On the Impact of Feature Heterophily on Link Prediction with Graph Neural Networks NIPS 2024
Deep Graph Neural Networks via Posteriori-Sampling-based Node-Adaptative Residual Module NIPS 2024
What Is Missing For Graph Homophily? Disentangling Graph Homophily For Graph Neural Networks NIPS 2024
Can Graph Neural Networks Expose Training Data Properties? An Efficient Risk Assessment Approach NIPS 2024
Are Your Models Still Fair? Fairness Attacks on Graph Neural Networks via Node Injections NIPS 2024
Integrating GNN and Neural ODEs for Estimating Non-Reciprocal Two-Body Interactions in Mixed-Species Collective Motion NIPS 2024
ProG: A Graph Prompt Learning Benchmark NIPS 2024
GUIDE: Creating Semantic Domain Dictionaries for Low-Resource Languages EACL 2024