The focus of the proposed workshop was the mathematical analysis of models used to learn low-dimensional em-beddings and dynamical projections of molecular dynamical systems. The workshop convened mathematicians, statisticians, theoretical chemists, and biophysicists to discuss theoretical and numerical techniques, to define open challenges and pressing needs in the field, and to establish new disciplinary bridges and collaboration opportunities. Although primarily mathematical in nature, the history of this field has taught us that the most challenging questions can only be tackled by a synthesis of interdisciplinary methods and tools. The workshop promoted participation of early-career and female researchers. Successful outcomes of the workshop will include a freely available online workshop report and the establishment of new collaborations, and the definition of set of open questions to guide future work in the field.
Workshop
Dimensionality reduction techniques for molecular dynamics

02 Jun 2025 - 06 Jun 2025

ICMS, Bayes Centre, Edinburgh
Scientific Organisers
About Workshop
Programme
MONDAY 2 JUNE

09.00-09.45
Registration and refreshments
09.45-10.00
Welcome and housekeeping
10.00-12.00
Marina Meila, University of Washington
Tutorial - Manifold learning from the user's perspective
12.00-13.30
Lunch
13.30-15.30
Andrew Ferguson, University of Chicago
Tutorial - Molecular Latent Space Simulators (LSSs): Spatially and Temporally Continuous Data-Driven Surrogate Dynamical Models of Molecular Systems
15.30-16.00
Lightning talks
16.00-17.30
Poster session and welcome reception hosted at ICMS
TUESDAY 3 JUNE

WEDNESDAY 4 JUNE

THURSDAY 5 JUNE

FRIDAY 6 JUNE

Sponsors and Funders