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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

Keith Moffat

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Preprint Sep 2026

Forgetting While Remembering, an Invariant Online Data-Driven Predictive Control Formulation

Low signal-to-noise ratio (SNR) data is a core challenge of online Data-Driven Predictive Control (DPC) for linear, time-varying systems. This paper proposes a Bayesian, online DPC framework based on autoregressive models with exogenous inputs (ARX) that uses an externally-provided prior, which encodes inductive bias s...

Alessandro Chiuso, F. Dörfler, Keith Moffat · 0 citations

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