Non-normal transient amplification is an important contributor to closed-loop variance in RL, and input-side suppression can reduce downstream covariance without altering peak gain.
Hydrodynamic stability without eigenvalues,
2 Pith papers cite this work. Polarity classification is still indexing.
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A systematic perturbation expansion of Navier-Stokes input-output dynamics links linear resolvent analysis to quadratic streak generation and higher-order reinforcement, identifying a critical amplitude where weakly nonlinear behavior breaks down into sustained unsteadiness.
citing papers explorer
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Input-Side Variance Suppression under Non-Normal Transient Amplification in Continuous-Control Reinforcement Learning
Non-normal transient amplification is an important contributor to closed-loop variance in RL, and input-side suppression can reduce downstream covariance without altering peak gain.
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From oblique-wave forcing to streak reinforcement: A perturbation-based frequency-response framework
A systematic perturbation expansion of Navier-Stokes input-output dynamics links linear resolvent analysis to quadratic streak generation and higher-order reinforcement, identifying a critical amplitude where weakly nonlinear behavior breaks down into sustained unsteadiness.