Spectral Methods

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Adjacency Spectral Radius Under Laplacian Sparsification: Deterministic and Probabilistic Bounds

 🌊Spectral Clustering  Content type: Academic
arxiv.org·

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

 🕸️Graph Embeddings  Content type: Academic
biorxiv.org·

Understanding Principal Component Analysis (PCA)

 📐Linear Algebra  Content type: Blog
medium.com·

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

 🕸️Graph Embeddings  Content type: Blog
medium.com
·

Analog Quantum Asynchronous Event-Based Graph Neural Network

 🔐Quantum Cryptography  Content type: Academic
arxiv.org·

Local density of states distribution and multifractal eigenvectors of weighted random networks via the cavity approach

 📐Linear Algebra  Content type: Academic
arxiv.org·

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

 🕸️Graph Embeddings  Content type: Academic
arxiv.org·

Bayesian Membership Privacy for Graph Neural Networks

 🕸️Graph Embeddings  Content type: Academic
arxiv.org·

Graph Neural Networks for Predicting Solvability of Finite Groups

 🕸️Graph Embeddings  Content type: Academic
arxiv.org·

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

 🕸️Graph Embeddings  Content type: Academic
arxiv.org·

Eigenvector Spatial Filters Nuclear Norm Matrix Completion with Application to Air Quality Data

 📐Linear Algebra  Content type: Academic
arxiv.org·

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

 🕸️Graph Embeddings  Content type: Academic
arxiv.org·

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

 🕸️Graph Embeddings  Content type: Academic
arxiv.org·

Spectral Fusion for Identifying Early State Exclusion in Symmetric Quantum Spin Chains

 📐Linear Algebra  Content type: Academic
arxiv.org·

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

 🕸️Graph Embeddings  Content type: Academic
arxiv.org·

Efficient Mean Curvature Computation on High-Dimensional Data Manifolds

 📐Linear Algebra  Content type: Academic
arxiv.org·

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

 🕸️Graph Embeddings  Content type: Academic
arxiv.org·

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

 🧠Machine Learning  Content type: Academic
arxiv.org·

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

 🕸️Graph Embeddings  Content type: Academic
arxiv.org·

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

 📊Graph Databases  Content type: Academic
arxiv.org·

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