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08/29/2022
Finite Sample Identification of Bilinear Dynamical Systems
Bilinear dynamical systems are ubiquitous in many different domains and ...
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11/13/2021
Identification and Adaptive Control of Markov Jump Systems: Sample Complexity and Regret Bounds
Learning how to effectively control unknown dynamical systems is crucial...
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05/26/2021
Certainty Equivalent Quadratic Control for Markov Jump Systems
Real-world control applications often involve complex dynamics subject t...
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06/19/2020
Exploring Weight Importance and Hessian Bias in Model Pruning
Model pruning is an essential procedure for building compact and computa...
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02/20/2020
Non-asymptotic and Accurate Learning of Nonlinear Dynamical Systems
We consider the problem of learning stabilizable systems governed by non...
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07/03/2019