Machine Learning and PDEs Workshop

Next year, on April 28 – 30, 2025, our FAU MoD, Research Center for Mathematics of Data is hosting the “Machine Learning and PDEs” workshop (MLPDES25) supported by the FAU DCN-AvH, Chair for Dynamics, Control, Machine Learning and Numerics, the AFOSR, Air Force Office of Scientific Research, PoliBa, Politecnico di Bari and the Alexander von Humboldt Stiftung/Foundation organized from April 28 to 30, 2025 at FAU, Friedrich-Alexander-Universität Erlangen-Nürnberg in Erlangen – Bavaria (Germany).

This international workshop brings together researchers from across Europe and the United States to explore the growing connection between Machine Learning (ML) and Partial Differential Equations (PDEs)—two core fields in modern mathematics that are now developing a dynamic, mutually beneficial relationship. ML methods are increasingly used to simulate and solve complex PDEs, such as those found in bio-mathematics and fluid dynamics. Meanwhile, techniques from PDE and control theory are helping us better understand and improve ML models.

With participants from diverse backgrounds, this event aims to establish a collaborative platform for experts to network, share insights, and drive progress in this exciting field. We’ll dive into recent theoretical advancements and applications, while also discussing ongoing challenges in areas such as:

• Control and PDE methods for universal approximation and data classification
• Mean field analysis of neural networks
• ML applications in traffic flow modeling and autonomous driving
• ML and numerical simulation in bio-mechanics and micro-fluidics

Join us as we bridge these fields, focusing on both foundational research and practical applications.

REGISTRATION

Registration is free but mandatory.
Registration link: TBA
*After the event, an attendance certificate will be sent by email (Non-academic credits).

SPEAKERS

Paola Antonietti. Politecnico di Milano
Alessandro Coclite. Politecnico di Bari
Fariba Fahroo. Air Force Office of Scientific Research
Giovanni Fantuzzi. FAU MoD/DCN-AvH, Friedrich-Alexander-Universität Erlangen-Nürnberg
Borjan Geshkovski. Inria, Sorbonne Université
Paola Goatin. Inria, Sophia-Antipolis
Alexander Keimer. Universität Rostock
Anne Koelewijn. FAU MoD, Friedrich-Alexander-Universität Erlangen-Nürnberg
Miroslav Krstic. UC San Diego
Camilla Nobili. University of Surrey
Gianluca Orlando. Politecnico di Bari
Michele Palladino. Università degli Studi dell’Aquila
Gabriel Peyré. CNRS, ENS-PSL
Alessio Porretta. Università di Roma Tor Vergata
Francesco Regazzoni. Politecnico di Milano
Domènec Ruiz-Balet. Imperial College
Daniel Tenbrinck. FAU, Friedrich-Alexander-Universität Erlangen-Nürnberg
Daniela Tonon. Università di Padova
Yaoyu Zhang. Shanghai Jiao Tong University
Wei Zhu. Georgia Institute of Technology

 

AUDIENCE

This is a hybrid event (On-site/online) open to: Public, Students, Postdocs, Professors, Faculty, Alumni and the scientific community all around the world.

 

PROGRAM

TBA

 

WHEN

Mon. – Wed. April 28 – 30, 2025 • 09:30H – 17:00H

 

WHERE

On-site / Online

[On-site] FAU, Friedrich-Alexander-Universität Erlangen-Nürnberg
TBA
Erlangen, Bavaria (Germany)
How to get to Erlangen?

[Online] Live-streaming link TBA
 

Scientific Committee

Giuseppe Maria Coclite. Politecnico di Bari
Enrique Zuazua. FAU MoD/DCN-AvH, Friedrich-Alexander-Universität Erlangen-Nürnberg
 

Organizing Committee

Nicola De Nitti. EPFL, École Polytechnique Fédérale de Lausanne
Lorenzo Liverani. FAU DCN-AvH, Friedrich-Alexander-Universität Erlangen-Nürnberg
Darlis Bracho Tudares. FAU MoD/DCN-AvH, Friedrich-Alexander-Universität Erlangen-Nürnberg

 
You might like:
FAU MoD Lectures
Upcoming events

  
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Date

Mon. - Wed. Apr 28 - 30, 2025

Time

09:30 - 17:00

Location

FAU On-site / Online
FAU On-site / Online
Category

Organizer

FAU MoD
FAU MoD
Website
https://mod.fau.eu/

Other Organizers

FAU DCN-AvH
FAU DCN-AvH
Website
https://dcn.nat.fau.eu/
Alexander von Humboldt Stiftung
Alexander von Humboldt Stiftung
Website
https://www.humboldt-foundation.de/en/
AFOSR
AFOSR
Politecnico di Bari
Politecnico di Bari
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