Prof. Dr. Giovanni Fantuzzi
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optimization, dynamical systems, fluid mechanics, partial differential equations (PDEs), nonlinear differential equations, mathematical analysis, convex optimization
Member at FAU MoD, Research Center for Mathematics of Data
Friedrich-Alexander-Universität Erlangen-Nürnberg
Chair for Dynamics, Control, Machine Learning and Numerics – Alexander von Humboldt Professorship
ORCID | Google Scholar
FAU profile | LinkedIn
News / Initiatives

Lyapunov meets Koopman: a new approach to data-driven analysis of nonlinear dynamics. FAU MoD Workshop, Erlangen – Bavaria (Germany)
Authors: Giovanni Fantuzzi
Date: December 10, 2025
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Sentimentanalyse mit Transformern in Aktion. #NdW25 Long Night Sciences
Authors: Giovanni Fantuzzi, Albert Alcalde
Date: October 25, 2025
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Exact sequence prediction with transformers. FAU MoD Lecture & Workshop: AI for maths and maths for AI
Authors: François Charton, Giovanni Fantuzzi
Date: June 24, 2025
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#MLPDES25. Data-driven system analysis: Polynomial optimization meets Koopman Machine Learning and PDEs Workshop (2025)
Authors: Giovanni Fantuzzi (speaker)
Date: April 28 – 30, 2025
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Data-driven system analysis: Polynomial optimization meets Koopman. IMC Seminar (UC Chile University)
Authors: Giovanni Fantuzzi
Date: October 30, 2024
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Clustering in Pure-attention Hardmax Transformers and Its Role in Sentiment Analysis. Conference on Control, Inversion and Numerics for PDEs. Fudan University (Shanghai)
Authors: Albert Alcalde, Giovanni Fantuzzi, Enrique Zuazua
Date: October 7 – 10, 2024
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Poster: Clustering in Pure-attention Hardmax Transformers and Its Role in Sentiment Analysis
Authors: Albert Alcalde, Giovanni Fantuzzi, Enrique Zuazua
Date: October 01, 2024
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Polynomial Optimization for Nonlinear Dynamics: Theory, Algorithms, and Applications. Oberwolfach Seminar (2431)
Authors: Giovanni Fantuzzi (FAU), David Goluskin (Victoria), Jean-Bernard Lasserre
Date: July 28 – August 02, 2024
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Moment-Sum-of-Squares relaxations for variational problems. Nečas Seminar on Continuum Mechanics
Authors: Giovanni Fantuzzi
Date: May 13, 2024
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Data-driven system analysis: Polynomial optimization meets Koopman. Aerodynamics & Control Seminars
Authors: Giovanni Fantuzzi
Date: October 19, 2023
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Discovering scaling laws for heat transport with convex optimization. FAU DCN-AvH Seminar
Authors: Giovanni Fantuzzi
Date: November 10, 2022
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Publications
No publications found.
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