activity
20172026
most citedLarge-time asymptotics in deep learning

9 citations · 23 across the 9 of their papers we have counts for

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10 papers · 1 filter

math.OC2026

Towards a Control interpretation of Quantum Advantage

Dario Pighin

We develop a control-theoretic framework for understanding Quantum Advantage (QA), providing a systematic route to characterize when and how QA can arise. The bilinear controlled S…

math.OC2020

Turnpike in Lipschitz-nonlinear optimal control

Carlos Esteve-Yagüe, Borjan Geshkovski, Dario Pighin +1

We present a new proof of the turnpike property for nonlinear optimal control problems, when the running target is a steady control-state pair of the underlying system. Our strateg…

math.OC2020★ 9 cited

Large-time asymptotics in deep learning

Carlos Esteve, Borjan Geshkovski, Dario Pighin +1

We consider the neural ODE perspective of supervised learning and study the impact of the final time (which may indicate the depth of a corresponding ResNet) in training. For t…

math.OC2020★ 8 cited

The turnpike with lack of observability

Dario Pighin, Noboru Sakamoto

We obtain turnpike results for optimal control problems with lack of stabilizability in the state equation and/or detectability in the state term in the cost functional. We show ho…

math.OC2020★ 6 cited

The turnpike property in semilinear control

Dario Pighin

An exponential turnpike property for a semilinear control problem is proved. The state-target is assumed to be small, whereas the initial datum can be arbitrary. Turnpike results a…

math.OC2020

Nonuniqueness of minimizers for semilinear optimal control problems

Dario Pighin

A counterexample to uniqueness of global minimizers of semilinear optimal control problems is given. The lack of uniqueness occurs for a special choice of the state-target in the c…

math.OC2019

Rotor imbalance suppression by optimal control

Matteo Gnuffi, Dario Pighin, Noboru Sakamoto

An imbalanced rotor is considered. A system of moving balancing masses is given. We determine the optimal movement of the balancing masses to minimize the imbalance on the rotor. T…

math.OC2019

The turnpike property in nonlinear optimal control -- A geometric approach

Noboru Sakamoto, Enrique Zuazua

This paper presents, using dynamical system theory, a framework for investigating the turnpike property in nonlinear optimal control. First, it is shown that a turnpike-like proper…

math.OC2018

Controllability under positivity constraints of multi-d wave equations

Dario Pighin, Enrique Zuazua

We consider both the internal and boundary controllability problems for wave equations under non-negativity constraints on the controls. First, we prove the steady state controllab…

math.OC2017

Controllability under positivity constraints of semilinear heat equations

Dario Pighin, Enrique Zuazua

In many practical applications of control theory some constraints on the state and/or on the control need to be imposed. In this paper, we prove controllability results for semilin…