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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Daw-Wei Wang

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2 papers indexed here

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Open access Aug 2025

Efficient identification of critical regions via flow matching-based Monte Carlo initialization

Markov chain Monte Carlo (MCMC) is a standard tool for studying many-body systems, but its practical cost can become substantial, especially when simulations must be repeated across temperatures and lattice sizes or near transition regions where equilibration becomes increasingly difficult. In this work, we introduce a...

Qian-Rui Lee, Daw-Wei Wang · 2 citations
Preprint Sep 2026

Channel concentration of critical quantum geometry

The quantum metric quantifies the total ground-state response along a parameter direction, but does not resolve how excitations share that response. We define channel concentration (CC) as the sum of squared normalized response weights over specified excitation channels, such as momentum blocks. An exact finite-size th...

Qian-Rui Lee, Daw-Wei Wang · 0 citations

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