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Learning Neural Feedback Linearization for Data-driven Systems via Augmented Lagrangian

arXiv cs.LG ↗ · 2026-09-23 Cached

The paper proposes a data-driven framework for feedback linearization control using neural Lie derivatives and augmented Lagrangian, with theoretical stability guarantees validated on a DC motor system.

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#augmented-lagrangian

Guide, Not Bind: Why Defeasible Priors Fail in Augmented Lagrangian Causal Discovery

arXiv cs.LG ↗ · 2026-09-04 Cached

This paper investigates why defeasible priors fail in augmented Lagrangian causal discovery methods, identifying key issues with penalty mechanisms and objective functions, and proposes partial fixes with limited effectiveness.

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