Spectral Methods

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Adjacency Spectral Radius Under Laplacian Sparsification: Deterministic and Probabilistic Bounds

 🌊Spectral Clustering  Content type: Academic
arxiv.org·

Understanding Principal Component Analysis (PCA)

 📐Linear Algebra  Content type: Blog
medium.com·

Bayesian Membership Privacy for Graph Neural Networks

 🕸️Graph Embeddings  Content type: Academic
arxiv.org·

Efficient Mean Curvature Computation on High-Dimensional Data Manifolds

 📐Linear Algebra  Content type: Academic
arxiv.org·

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

 🕸️Graph Embeddings  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·

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

 🕸️Graph Embeddings  Content type: Academic
arxiv.org·

Graph Mamba Operator: A Latent Simulator for Interacting Particle Systems

 📊Dependency Graphs  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·

Beyond Homophily: Towards Generalized Graph Reconstruction Attack and Defense

 🕸️Graph Embeddings  Content type: Academic
arxiv.org·

What Makes a Desired Graph for Relational Deep Learning?

 🕸️Graph Embeddings  Content type: Academic
arxiv.org·

SpecPCM: A Low-power PCM-based In-Memory Computing Accelerator for Full-stack Mass Spectrometry Analysis

 🧲RISC-V Archaeology  Content type: Academic
arxiv.org·

Spatiotemporal Imputation with Graph-Informed Flow Matching

 🕸️Graph Embeddings  Content type: Academic
arxiv.org·

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

 🕸️Graph Embeddings  Content type: Academic
arxiv.org·

The Confidence Trap: Calibration Attacks for Graph Neural Networks

 🕸️Graph Embeddings  Content type: Academic
arxiv.org·

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

 🕸️Graph Embeddings  Content type: Academic
arxiv.org·

On Out-of-sample Embedding in UMAP

 📐Vector Dimensionality  Content type: Academic
arxiv.org·

SFMambaNet: Spectral-Frequency Enhanced Selective State Space Model for Correspondence Pruning

 🌈Spectral Audio  Content type: Academic
arxiv.org·

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