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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

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Andrew Smyth

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#machine learning Preprint Oct 2026

CTRL-FM: Inference-Time Structural Control for Flow-Based Virtual Sensing under Long-Horizon Node Outages

CTRL-FM, an observation-preserving flow-matching framework that treats structural guidance as an outage-conditioned inference-time decision, is introduced, demonstrating that validating, selecting, and locally adapting structural guidance for each realized outage is more effective than imposing a single global structur...

Boshra Khalili, Andrew Smyth · 0 citations

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