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20132026
most citedChordal-TSSOS: a moment-SOS hierarchy that exploits term sparsity with chordal extension

84 citations · 342 across the 90 of their papers we have counts for

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Showing 2024Show all

8 papers · 1 filter

quant-ph2024

Positivity of state, trace, and moment polynomials, and applications in quantum information

Felix Huber, Victor Magron, Jurij Volčič

State, trace, and moment polynomials are polynomial expressions in several operator or random variables and positive functionals on their products (states, traces or expectations).…

math.OC2024

On Dual of LMIs for Absolute Stability Analysis of Nonlinear Feedback Systems with Static O'Shea-Zames-Falb Multipliers

Hibiki Gyotoku, Tsuyoshi Yuno, Yoshio Ebihara +3

This study investigates the absolute stability criteria based on the framework of integral quadratic constraint (IQC) for feedback systems with slope-restricted nonlinearities. In…

cs.LG2024

Verifying Properties of Binary Neural Networks Using Sparse Polynomial Optimization

Jianting Yang, Srećko Ðurašinović, Jean-Bernard Lasserre +2

This paper explores methods for verifying the properties of Binary Neural Networks (BNNs), focusing on robustness against adversarial attacks. Despite their lower computational and…

math.OC2024

Slow convergence of the moment-SOS hierarchy for an elementary polynomial optimization problem

Didier Henrion, Adrien Le Franc, Victor Magron

We describe a parametric univariate quadratic optimization problem for which the moment-SOS hierarchy has finite but increasingly slow convergence when the parameter tends to its l…

math.OC2024

LMI hierarchies for stability analysis of ReLU feedback systems

Victor Magron, Yoshio Ebihara, Shingo Nishinaka +4

We consider the stability analysis of feedback systems with rectified linear unit (ReLU) activations, and model this problem with polynomial optimization. Stability can be certifie…

math.OC2024

Upper bound hierarchies for noncommutative polynomial optimization

Igor Klep, Victor Magron, Gaël Massé +1

This work focuses on minimizing the eigenvalue of a noncommutative polynomial subject to a finite number of noncommutative polynomial inequality constraints. Based on the Helton-Mc…

math.OC2024★ 3 cited

Induced Norm Analysis of Linear Systems for Nonnegative Input Signals

Yoshio Ebihara, Noboru Sebe, Hayato Waki +4

This paper is concerned with the analysis of the induced norms of continuous-time linear systems where input signals are restricted to be nonnegat…

math.OC2024★ 1 cited

Induced Norm Analysis of Continuous-Time LTI Systems Using Positive Filters and Copositive Programming

Yoshio Ebihara, Hayato Waki, Noboru Sebe +3

This paper is concerned with the analysis of the induced norm of continuous-time LTI systems where the input signals are restricted to be nonnegative. This induced norm is…