Giovanni Fantuzzi

26 papers C 3Journal 21Unranked 2
YearRankTypeTitle / Venue / Authors
2025 J jnl
Clustering in Pure-Attention Hardmax Transformers and Its Role in Sentiment Analysis.
SIAM J. Math. Data Sci.
Albert Alcalde, Giovanni Fantuzzi, Enrique Zuazua
2025 J jnl
Exact Sequence Classification with Hardmax Transformers.
CoRR
Albert Alcalde, Giovanni Fantuzzi, Enrique Zuazua
2024 J jnl
Auxiliary Functions as Koopman Observables: Data-Driven Analysis of Dynamical Systems via Polynomial Optimization.
J. Nonlinear Sci.
Jason J. Bramburger, Giovanni Fantuzzi
2024 J jnl
Clustering in pure-attention hardmax transformers and its role in sentiment analysis.
CoRR
Albert Alcalde, Giovanni Fantuzzi, Enrique Zuazua
2024 J jnl
Global Minimization of Polynomial Integral Functionals.
SIAM J. Sci. Comput.
Giovanni Fantuzzi, Federico Fuentes
2023 J jnl
Auxiliary Functions as Koopman Observables: Data-Driven Polynomial Optimization for Dynamical Systems.
CoRR
Jason J. Bramburger, Giovanni Fantuzzi
2023 J jnl
Convex Relaxations of Integral Variational Problems: Pointwise Dual Relaxation and Sum-of-Squares Optimization.
SIAM J. Optim.
Alexander Chernyavsky, Jason J. Bramburger, Giovanni Fantuzzi, David Goluskin
2023 J jnl
Finite element approximation of the Hardy constant.
CoRR
Francesco Della Pietra, Giovanni Fantuzzi, Liviu I. Ignat, Alba Lia Masiello, Gloria Paoli, Enrique Zuazua
2023 J jnl
Global minimization of polynomial integral functionals.
CoRR
Giovanni Fantuzzi, Federico Fuentes
2023 J jnl
Sum-of-squares chordal decomposition of polynomial matrix inequalities.
Math. Program.
Yang Zheng, Giovanni Fantuzzi
2023 C conf
Uncertainty propagation for nonlinear dynamics: A polynomial optimization approach.
ACC
Francesca Covella, Giovanni Fantuzzi
2021 J jnl
Chordal and factor-width decompositions for scalable semidefinite and polynomial optimization.
Annu. Rev. Control.
Yang Zheng, Giovanni Fantuzzi, Antonis Papachristodoulou
2021 J jnl
Chordal and factor-width decompositions for scalable semidefinite and polynomial optimization.
CoRR
Yang Zheng, Giovanni Fantuzzi, Antonis Papachristodoulou
2020 J jnl
Bounding Extreme Events in Nonlinear Dynamics Using Convex Optimization.
SIAM J. Appl. Dyn. Syst.
Giovanni Fantuzzi, David Goluskin
2020 J jnl
Chordal decomposition in operator-splitting methods for sparse semidefinite programs.
Math. Program.
Yang Zheng, Giovanni Fantuzzi, Antonis Papachristodoulou, Paul Goulart, Andrew Wynn
2020 J jnl
Finding Extremal Periodic Orbits with Polynomial Optimization, with Application to a Nine-Mode Model of Shear Flow.
SIAM J. Appl. Dyn. Syst.
Mayur V. Lakshmi, Giovanni Fantuzzi, Jesús D. Fernández-Caballero, Yongyun Hwang, Sergei Ivanovich Chernyshenko
2020 J jnl
Sum-of-squares chordal decomposition of polynomial matrix inequalities.
CoRR
Yang Zheng, Giovanni Fantuzzi
2019 J jnl
Fast ADMM for Sum-of-Squares Programs Using Partial Orthogonality.
IEEE Trans. Autom. Control.
Yang Zheng, Giovanni Fantuzzi, Antonis Papachristodoulou
2019 C conf
Sparse sum-of-squares (SOS) optimization: A bridge between DSOS/SDSOS and SOS optimization for sparse polynomials.
ACC
Yang Zheng, Giovanni Fantuzzi, Antonis Papachristodoulou
2018 — conf
Decomposition and Completion of Sum-of-Squares Matrices.
CDC
Yang Zheng, Giovanni Fantuzzi, Antonis Papachristodoulou
2018 J jnl
Decomposition and Completion of Sum-of-Squares Matrices.
CoRR
Yang Zheng, Giovanni Fantuzzi, Antonis Papachristodoulou
2018 J jnl
Sparse sum-of-squares (SOS) optimization: A bridge between DSOS/SDSOS and SOS optimization for sparse polynomials.
CoRR
Yang Zheng, Giovanni Fantuzzi, Antonis Papachristodoulou
2017 C conf
Fast ADMM for semidefinite programs with chordal sparsity.
ACC
Yang Zheng, Giovanni Fantuzzi, Antonis Papachristodoulou, Paul Goulart, Andrew Wynn
2017 J jnl
Optimization With Affine Homogeneous Quadratic Integral Inequality Constraints.
IEEE Trans. Autom. Control.
Giovanni Fantuzzi, Andrew Wynn, Paul J. Goulart, Antonis Papachristodoulou
2016 J jnl
Bounds for Deterministic and Stochastic Dynamical Systems using Sum-of-Squares Optimization.
SIAM J. Appl. Dyn. Syst.
Giovanni Fantuzzi, David Goluskin, Deqing Huang, Sergei I. Chernyshenko
2016 — conf
Semidefinite relaxation of a class of quadratic integral inequalities.
CDC
Giovanni Fantuzzi, Andrew Wynn