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Exact recovery guarantees for parameterized non-linear system identification problem under adversarial attacks
In this work, we study the system identification problem for parameterized non-linear
systems using basis functions under adversarial attacks. Motivated by the LASSO-type …
systems using basis functions under adversarial attacks. Motivated by the LASSO-type …
Exact recovery for system identification with more corrupt data than clean data
This paper investigates the system identification problem for linear discrete-time systems
under adversaries and analyzes two lasso-type estimators. We examine non-asymptotic …
under adversaries and analyzes two lasso-type estimators. We examine non-asymptotic …
[PDF][PDF] Exact Recovery Guarantees for Parameterized Nonlinear System Identification Problem under Sparse Disturbances or Semi-Oblivious Attacks
In this work, we study the problem of learning a nonlinear dynamical system by
parameterizing its dynamics using basis functions. We assume that disturbances occur at …
parameterizing its dynamics using basis functions. We assume that disturbances occur at …