The Emerging Fields are devoted to pioneering interdisciplinary research in new fields including the social sciences and humanities. The following list displays the research projects presently running in the five Emerging Fields:
Learning Dynamical Laws (EF1)
- EF1-1: Quantifying Uncertainties in Explainable AI
Gitta Kutyniok, Klaus-Robert Müller, Wojciech Samek - EF1-2: Quantum Kinetics
Klaus-Robert Müller, Frank Noé - EF1-3: Approximate Convex Hulls With Bounded Complexity
Michael Joswig, Klaus-Robert Müller - EF1-4: Extracting Dynamical Laws by Deep Neural Networks: A Theoretical Perspective
Gitta Kutyniok, Frank Noé, Barbara Zwicknagl - EF1-5: On robustness of deep neural networks
Christian Bayer, Peter Friz - EF1-6: Graph Embedding for Analyzing the Microbiome
Tim Conrad, Stefan Klus, Gregoire Montavon - EF1-7: Quantum machine learning
Jens Eisert, Klaus-Robert Müller
Digital Shapes (EF2)
- EF2-1: Smooth discrete surfaces
Alexander Bobenko, Andrew Sageman-Furnas - EF2-2: The structure within disordered cellular materials
Myfanwy Evans, Francisco Garcia-Moreno, Frank Lutz, John Sullivan - EF2-3: Spline Models for Shape Trajectory Analysis
Hans-Christian Hege, Christoph von Tycowicz, Anja Hennemuth, Friederike Fless - EF2-4: Conforming Regular Triangulations
Marc Alexa, Boris Springborn
Model-based Imaging (EF3)
- EF3-1: Model-based geometry reconstruction from TEM images
Thomas Koprucki, Karsten Tabelow - EF3-2: Model-based 4D reconstruction of subcellular structures
Peter Hiesinger, Max von Kleist, Steffen Prohaska, Martin Weiser - EF3-3: Optimal Transport for Imaging
Michael Hintermüller, Vladimir Sopkoiny, Pavel Dvurechenskii - EF3-4: Physics-regularized learning
Carsten Gräser, Ralf Kornhuber, Christof Schütte - EF3-5: Direct Reconstruction of Biophysical Parameters Using Dictionary Learning and Robust Regularization
Michael Hintermüller, Tobias Schäffter
Particles and Agents (EF4)
- EF4-1: Influence of mobility on connectivity
Benedikt Jahnel, Wolfgang König - EF4-2: Understanding tipping and other dynamical transitions in systems containing human agents
Jobst Heitzig, Péter Koltai, Jürgen Kurths, Christof Schütte - EF4-3: Learning reduced models for large-scale mobility ABMs
Carlo Jaeger, Stefan Klus, Christof Schütte, Sarah Wolf - EF4-4: Diffusion in dynamically crowded cells: stochastic models from spatiotemporal motion data
Felix Höfling, Carsten Hartmann
Concepts of Change (EF5)
- EF5-1: Spreading of copper technology in ancient times
Natasa Djurdjevac Conrad, Christof Schütte, Wolfram Schier - EF5-2: Data-driven Modeling of the Romanization Process of Northern Africa
Friederike Fless, Benjamin Ducke, Natasa Djurdjevac Conrad, Christof Schütte - EF5-3: A mathematical theory of responsibility in complex multi-agent decision problems with uncertainties
Rupert Klein, Jobst Heitzig, Markus Brill