Programme

All scheduled talks and plenary sessions will be held in lecture hall W1019. Four nearby seminar rooms (W1020, W1021, W1023 and W1024) will host the breakout sessions. The foyer of Building W will serve as the catering area for lunch and coffee breaks. If you need a quiet place for a call or a meeting during the workshop, a separate room will be available for that purpose.

See Venue for maps and directions.

Tuesday, 22 September 2026

Time Programme
from 09:30 Welcome reception & coffee
10:00–11:15 Welcome Address
Dr. Ursula Weiß (CAAPS)

Public Keynote: Do I have enough data for SciML? The math of functional identifiability
Dr. Christopher Rackauckas (MIT)

Session chair: Prof. Lars Mikelsons
11:15–12:00 Workshop Opening & Track Overview
Prof. Michael Schlottke-Lakemper, Prof. Lars Mikelsons
12:00–12:45 Lunch break & track sign-up
12:45–14:45 Breakout Session 1
Track 1: Numerical Foundation of SciML (W1020)
Track host: Dr. Tobias Thummerer

Track 2: Beyond Prediction (W1021)
Track host: Julius Aka

Track 3: Automation and Scalability in SciML (W1023)
Track hosts: Julian Trommer, Dr. Damian Boborzi

Track 4: Domain Awareness and Interpretability (W1024)
Track hosts: Valentin Höpfner, Benjamin Schaab
14:45–15:00 Coffee break
15:00–15:45 Opportunities and Challenges of SciML in the Transfer to Production Technology
Prof. Philipp Lechner (University of Augsburg)

Linking SciML and classical numerical methods through nonlinear approximation spaces
Dr. Victor Michel-Dansac (Inria)

Session chair: Andreas Hofmann
15:45–17:15 Breakout Session 2
Track 1: Numerical Foundation of SciML (W1020)
Track 2: Beyond Prediction (W1021)
Track 3: Automation and Scalability in SciML (W1023)
Track 4: Domain Awareness and Interpretability (W1024)
17:15–17:30 Coffee break
17:30–18:00 Status Sync
Andreas Hofmann
from 18:00 Social Event with Brewery tour and Dinner at Riegele Wirtshaus
see Social Programme

Wednesday, 23 September 2026

Time Programme
08:00–08:15 Welcome reception & coffee
08:15–08:30 Opening Remarks & Day 2 Objectives
Prof. Michael Schlottke-Lakemper
08:30–09:15 Improving Numerical Schemes for Hyperbolic PDEs with Machine Learning
Sophia Horak (University of Cologne)

From models to decisions: open questions that energy systems put to SciML and how a new European doctoral network intends to answer them.
Assoc. Prof. Mohamed Tahar Mabrouk (IMT Atlantique)

Session chair: Prof. Michael Schlottke-Lakemper
09:15–10:15 Breakout Session 3
Track 1: Numerical Foundation of SciML (W1020)
Track 2: Beyond Prediction (W1021)
Track 3: Automation and Scalability in SciML (W1023)
Track 4: Domain Awareness and Interpretability (W1024)
10:15–10:30 Coffee break
10:30–10:50 An ML usecase in Smoothed Particle Hydrodynamics
Ioan-Daniel Crăciun (Technical University of Munich)

Session chair: Prof. Lars Mikelsons
10:50–12:15 Breakout Session 4
Track 1: Numerical Foundation of SciML (W1020)
Track 2: Beyond Prediction (W1021)
Track 3: Automation and Scalability in SciML (W1023)
Track 4: Domain Awareness and Interpretability (W1024)
12:15–13:00 Lunch break
13:00–13:45 Final Result Preparation
Track 1: Numerical Foundation of SciML (W1020)
Track 2: Beyond Prediction (W1021)
Track 3: Automation and Scalability in SciML (W1023)
Track 4: Domain Awareness and Interpretability (W1024)
13:45–14:45 Presentation of Breakout Findings
Andreas Hofmann
14:45–15:00 Coffee break
15:00–15:45 Strategic Synthesis & Workshop Closing
Prof. Lars Mikelsons, Prof. Michael Schlottke-Lakemper

Session types

The programme combines an invited keynote, contributed presentations, and collaborative breakout sessions:

  • The Keynote fills a 60-minute slot — a speaker introduction, a 45-minute presentation and time for questions — and sets the stage for the workshop.
  • Presentations are contributed talks of 15 minutes plus 5 minutes for questions.
  • Breakout sessions are the core of the workshop. They run in four parallel tracks, one per research direction, with the goal of critically assessing progress since the original priority research directions and identifying open challenges. The track overview introduces the four tracks, and participants sign up for the track they would like to join.
  • Presentation of breakout findings brings the groups back together to report their results to all participants.
  • Organisational and collaborative slots — track overview, track sign-up, status sync, final result preparation, and the evening event — are used to coordinate between the groups and to prepare the joint outcome of the workshop.

The findings collected during the breakout sessions form the basis of the joint scientific article that will be prepared after the workshop.