🕸️ Graph Embeddings - matmat · Scour

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

🌈Spectral Methods Academic

Bayesian Membership Privacy for Graph Neural Networks

🌈Spectral Methods Academic

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

🌈Spectral Methods Academic

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

🧠Machine Learning Academic

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

📐Linear Algebra Academic

Less-relevant results

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

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

🌈Spectral Methods Academic

MatMind: A Structure-Activity Knowledge-Driven Generative Foundation Model for Materials Science

🌈Spectral Methods Academic

Graph Mamba Operator: A Latent Simulator for Interacting Particle Systems

🌈Spectral Methods Academic

Graph Cascades: Contagion-Based Mesoscopic Rewiring for Structure-Aware Graph Machine Learning

🌈Spectral Methods Academic

What Makes a Desired Graph for Relational Deep Learning?

🌈Spectral Methods Academic

HDST-GNN: Heterogeneous Dynamic Spatiotemporal Graph Neural Networks for Multi-Object Tracking in UAV Aerial Imagery

🌈Spectral Methods Academic

Spatiotemporal Imputation with Graph-Informed Flow Matching

🌈Spectral Methods Academic

SAGE: An LLM-driven Self Reflective Agentic Framework for Fraud Detection

🌈Spectral Methods Academic

The Confidence Trap: Calibration Attacks for Graph Neural Networks

🌈Spectral Methods Academic

Beyond Soft Masks: Hard-Perturbation Mixup Explainer for Robust GNN Explainability

🧠Machine Learning Academic

Beyond Homophily: Towards Generalized Graph Reconstruction Attack and Defense

🌈Spectral Methods Academic

SpliceBind: Isoform-Aware Prediction of Binding Pocket Druggability

🌈Spectral Methods Academic

AttackPathGNN: Cross-function vulnerability detection in smart contracts using state interference graphs and conjunction pooling

🌈Spectral Methods Academic

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