Year |
Research field |
Title |
Journal |
Authors |
2020 |
Algebraic Topology |
A framework for geometric field theories and their classification in dimension one |
(submitted) |
Matthias Ludewig,
Augusto Stoffel
|
2020 |
Stochastic Processes |
Kernel autocovariance operators of stationary processes: Estimation and convergence |
(submitted) |
Mattes Mollenhauer,
Stefan Klus,
Christof Schütte,
Péter Koltai
|
2020 |
Nonparametric Statistics |
Kernel Conditional Density Operators |
AISTATS 2020 |
Ingmar Schuster,
Mattes Mollenhauer,
Stefan Klus,
Krikamol Muandet
|
2020 |
Stochastic Processes |
Model Order Reduction for (Stochastic-) Delay Equations With Error Bounds |
(submitted) |
Simon Becker,
Lorenz Richter
|
2020 |
Nonparametric Statistics |
On data-driven choice of 𝜆 in nonparametric Gaussian regression via Propagation–Separation approach |
Computational Statistics & Data Analysis |
Ewelina Fiebig
|
2020 |
Machine Learning Theory |
Singular Value Decomposition of Operators on Reproducing Kernel Hilbert Spaces |
Advances in Dynamics, Optimization and Computation (book chapter) |
Mattes Mollenhauer,
Ingmar Schuster,
Stefan Klus,
Christof Schütte
|
2020 |
Stochastic Processes, Optimal Control, Pdes |
Solving high-dimensional Hamilton-Jacobi-Bellman PDEs using neural networks: perspectives from the theory of controlled diffusions and measures on path space |
(submitted) |
Nikolas Nüsken,
Lorenz Richter
|
2020 |
Statistics, Machine Learning Theory |
VarGrad: A Low-Variance Gradient Estimator for Variational Inference |
Advances in Neural Information Processing Systems |
Lorenz Richter,
Ayman Boustati,
Nikolas Nüsken,
Francisco J. R. Ruiz,
Ömer Deniz Akyildiz
|
2019 |
Quantum Physics |
Extended hydrodynamic description for nonequilibrium atom-surface interactions |
JOSA B |
Daniel Reiche,
Marty Oelschläger,
Kurt Busch,
Francesco Intravaia
|
2019 |
Stochastic Processes |
Feedback control theory & Model order reduction for stochastic equations |
(submitted) |
Simon Becker,
Carsten Hartmann,
Martin Redmann,
Lorenz Richter
|
2019 |
Nonlinear Dynamics, Machine Learning Theory |
Kernel methods for detecting coherent structures in dynamical data |
Chaos: An Interdisciplinary Journal of Nonlinear Science |
Stefan Klus,
Brooke E. Husic,
Mattes Mollenhauer,
Frank Noé
|
2019 |
Quantum Physics |
Quantum rolling friction |
Physical review letters |
Francesco Intravaia,
Marty Oelschläger,
Daniel Reiche,
Diego A. R. Dalvit,
Kurt Busch
|
2019 |
Applied Topology |
The Conley index for discrete dynamical systems and the mapping torus |
Journal of Applied and Computational Topology |
Frank Weilandt
|
2019 |
Statistical Physics |
Variational approach to rare event simulation using least-squares regression |
Chaos |
Carsten Hartmann,
Omar Kebiri,
Lara Neureither,
Lorenz Richter
|
2018 |
Theoretical Physics |
Holographic Gauged NJL Model: the Conformal Window and Ideal Walking |
Physical Review D |
Kazem Bitaghsir Fadafan,
William Clemens,
Nick Evans
|
2018 |
Quantum Physics |
Nonequilibrium atom-surface interaction with lossy multilayer structures |
Physical Review A |
Marty Oelschläger,
Kurt Busch,
Francesco Intravaia
|
2018 |
Algebraic Topology |
Supersymmetric field theories from twisted vector bundles |
Communications in Mathematical Physics |
Augusto Stoffel
|
2018 |
Algebraic Geometry, High Energy Physics |
Toric geometry and regularization of Feynman integrals |
(unpublished) |
Konrad Schultka
|
2017 |
Theoretical Physics |
A Holographic Study of the Gauged NJL Model |
Physical Letters B |
William Clemens,
Nick Evans
|
2017 |
Algebraic Topology |
Dimensional reduction and the equivariant Chern character |
Algebraic and Geometric Topology |
Augusto Stoffel
|
2017 |
Theoretical Physics |
Holograms of a Dynamical Top Quark |
Physical Review D |
William Clemens,
Nick Evans,
Marc Scott
|
2017 |
Statistical Physics |
Variational characterization of free energy: Theory and algorithms |
Entropy |
Carsten Hartmann,
Lorenz Richter,
Christof Schütte,
Wei Zhang
|
2016 |
Computational Dynamical Systems |
Discretization strategies for computing Conley indices and Morse decompositions of flows |
Journal of Computational Dynamics |
Konstantin Mischaikow,
Marian Mrozek,
Frank Weilandt
|
2016 |
Computational Neuroscience |
Mechanisms of self-sustained oscillatory states in hierarchical modular networks with mixtures of electrophysiological cell types |
Frontiers in Computational Neuroscience |
Petar Tomov,
Rodrigo F. O. Pena,
Antonio C. Roque,
Michael A. Zaks
|
2016 |
Nonlinear Dynamics |
Onset of time dependence in ensembles of excitable elements with global repulsive coupling |
Physical Review E |
Michael A. Zaks,
Petar Tomov
|
2015 |
Computational Dynamical Systems |
A topological approach to the algorithmic computation of the Conley index for Poincaré maps |
SIAM Journal on Applied Dynamical Systems |
Marian Mrozek,
Roman Srzednicki,
Frank Weilandt
|
2014 |
Computational Neuroscience |
Sustained oscillations, irregular firing, and chaotic dynamics in hierarchical modular networks with mixtures of electrophysiological cell types |
Frontiers in Computational Neuroscience |
Petar Tomov,
Rodrigo F. O. Pena,
Michael A. Zaks,
Antonio C. Roque
|