Lecturers
NTNU
Brynjulf Owren
Researching structure-preserving methods for deep learning and differential equations.
A one-week summer school providing rigorous education in the foundational mathematics of modern AI at the Centre for Mathematical Sciences (Wilberforce Road, Cambridge CB3 0WA, UK).
This summer school features four day-long lecture courses addressing topics often fragmented across different university departments. We are hosting graduate students and early career researchers to favour tight-knit interactions and collaborative dialogue.
Supported by Maths4DL and ProbAI.
Key results on neural network approximation, generalised to neural operators for learning mappings between infinite-dimensional function spaces.
Exploration of flow matching as a bridge between ODEs and density estimation, offering a deterministic alternative to diffusion models.
Designing deep learning methods that preserve geometric and dynamical structure, with foundations in numerical analysis, differential equations, and structure-preserving discretisation.
Addressing complex optimisation challenges, drawing connections between classical methods and modern deep learning frameworks.
Each lecturer will teach for one day, roughly from 09:00 to 17:00.
Wednesday morning is dedicated to participant talks/posters, followed by a free afternoon to explore Cambridge.
| Time | Monday | Tuesday | Wednesday | Thursday | Friday |
|---|---|---|---|---|---|
| Morning | Eldad Haber | Nikola B. Kovachki | Short Talks & Posters | Audrey Repetti | Brynjulf Owren |
| Afternoon | Eldad Haber | Nikola B. Kovachki | Free Afternoon | Audrey Repetti | Brynjulf Owren |
NTNU
Researching structure-preserving methods for deep learning and differential equations.
University of Cambridge
University of Bath
University of Cambridge
University of Cambridge
To foster interaction, we encourage attendees to present their own research on Wednesday morning.
Includes lunch & coffee breaks on Mon, Tue, Thu, Fri, plus Wed morning coffee. (Dinners are not included).
The Centre for Mathematical Sciences is located on Wilberforce Road (CB3 0WA). It is west of the city centre and easily accessible by a 15-minute walk, cycling, or the regular U-Bus service from the centre.
Students must book their own accommodation promptly. We recommend booking college rooms via University Rooms. Churchill College, Fitzwilliam College, and Robinson College are the closest to the CMS.
Wednesday afternoon is kept completely free for participants to explore the historic city of Cambridge.
The application deadline has now passed.
Results on the selection will be shared by the end of May / beginning of June.
Thank you to everyone who applied.
The application form is no longer accepting submissions.
