🕸️ Graph Embeddings - matmat · Scour

Graph Neural Network leveraging Higher-order Class Label Connectivity for Heterophilous Graphs

🌈Spectral Methods Academic

ORIGAMI: Orientation-Aware Graph Neural Network for Assessing Multimeric Interfaces of Protein Complex Structures

🌈Spectral Methods Academic

Graph Neural Networks 101: Your Tabular Model Cannot See That Two Customers Share a Supplier

🌈Spectral Methods Blog

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Analog Quantum Asynchronous Event-Based Graph Neural Network

🌈Spectral Methods Academic

Crop Recommendation and Agricultural Query Answering System Using Spatio-Temporal Graph Neural Networks and Hybrid Retrieval Augmentation

🌈Spectral Methods Academic

Single-cell gene regulatory network reconstruction and key regulator identification using a dual-channel fusion graph convolutional network

🌈Spectral Methods Academic

When Design Rules Break: Benchmark Composition Determines Whether Label Informativeness Predicts GNN Aggregator Choice

🌈Spectral Methods Academic

EssentialGIN: a new approach for gene essentiality prediction based on graph isomorphism neural networks

🔗Graph Isomorphism Academic

Less-relevant results

Human-Centered AI for Safe Shuttle Car Routing in Underground Room-and-Pillar Coal Mines Using Graph Neural Networks

🌈Spectral Methods Academic

Graph Neural Networks for Predicting Solvability of Finite Groups

🌈Spectral Methods Academic

Bayesian Membership Privacy for Graph Neural Networks

🌈Spectral Methods Academic

Outage Detection in Self-Healing Smart Grids Using Reinforcement Learning with Spectral Graph Neural Networks

🌈Spectral Methods Academic

On solving symmetric multi-type orthogonal non-negative matrix tri-factorization problem

📐Linear Algebra Academic

PAC-Bayesian Adversarially Robust Generalization for Message Passing Graph Neural Networks: A Sensitivity Analysis

🧠Machine Learning Academic

Pharmacogenomic Knowledge Graph Augmentation for Graph Neural Network-Based Drug-Drug Interaction Prediction

🌈Spectral Methods Academic

Efficient Traffic Prediction at Scale: A Systematic Study of STGCN Architectural Depth

🌈Spectral Methods Academic

Q-GNN: Query-Conditioned Graph Neural Networks with Type Awareness for Knowledge Graph Completion

📊Graph Databases Academic

A Topological Characterization of Graph Neural Networks via Stochastic Block Model Embeddings on the n-Sphere

🌈Spectral Methods Academic

Vessel Traffic Flow Prediction on Sparse Data via Spatio-Temporal Graph Neural Networks with a Learnable Tweedie Head

🌈Spectral Methods Academic

Structure-Aware Prediction of PROTAC-Mediated Protein Degradability via Graph Neural Networks

🌈Spectral Methods Academic

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