Current Group Member

Dr. Evelyn Herberg

Postdoctoral Researcher

I am a postdoctoral researcher at the Scientific Computing and Optimization group at the Interdisciplinary Center for Scientific Computing of Heidelberg University since September 2022.

Furthermore, I am vice-president of the GAMM Juniors and member of EMYA.

You can find my CV here.

Research Interests

My research mainly focuses on

  • Mathematical Machine Learning
  • Optimal Control with Partial Differential Equations
  • Adaptive Algorithms
  • Variational Discretization

Current and Upcoming Projects

Operator Learning for Optimal Control: Approximation and Statistical Theory
Start: 2025-01-01
End: 2027-12-31
Principal Investigators: Evelyn Herberg, Jakob Zech, Sven Wang
Staff: Mario Marić, Ly Duc Hoang
Funded by: DFG within the Priority Program funding scheme
Part of: Theoretical Foundations of Deep Learning (SPP 2298)

Recent Completed Projects

Latest Publications

  • Hannah Rickmann, Evelyn Herberg and Roland Herzog
    Global convergence of semismooth Newton methods for quadratic problems
    GAMM Archive for Students 7(1), p.14-30, 2025
    doi:10.14464/gammas.v7i1.810
    bibtex 
    @ARTICLE{RickmannHerbergHerzog:2025:1,
  AUTHOR = {Rickmann, Hannah and Herberg, Evelyn and Herzog, Roland},
  PUBLISHER = {Technische Universität Chemnitz},
  DATE = {2025-05},
  DOI = {10.14464/gammas.v7i1.810},
  JOURNALTITLE = {GAMM Archive for Students},
  NUMBER = {1},
  PAGES = {14--30},
  TITLE = {Global convergence of semismooth Newton methods for quadratic problems},
  VOLUME = {7},
}
  • Johannes Wagner, Evelyn Herberg and Roland Herzog
    Experiences with physics-informed neural networks for optimal control problems
    GAMM Archive for Students 7(1), p.31-45, 2025
    doi:10.14464/GAMMAS.V7I1.813
    bibtex 
    @ARTICLE{WagnerHerbergHerzog:2025:1,
  AUTHOR = {Wagner, Johannes and Herberg, Evelyn and Herzog, Roland},
  PUBLISHER = {Technische Universität Chemnitz},
  DATE = {2025-05},
  DOI = {10.14464/GAMMAS.V7I1.813},
  JOURNALTITLE = {GAMM Archive for Students},
  NUMBER = {1},
  PAGES = {31--45},
  TITLE = {Experiences with physics-informed neural networks for optimal control problems},
  VOLUME = {7},
}
  • Irene De Blasi, María Ángeles García-Ferrero and Evelyn Herberg
    Environmental and mental sustainability in academia
    European Mathematical Society Magazine 134, p.50-52, 2024
    doi:10.4171/mag/226
    bibtex 
    @ARTICLE{DeBlasiAngelesGarciaFerreroHerberg:2024:1,
  AUTHOR = {De Blasi, Irene and Ángeles García-Ferrero, María and Herberg, Evelyn},
  PUBLISHER = {European Mathematical Society},
  DATE = {2024-12},
  DOI = {10.4171/mag/226},
  JOURNALTITLE = {European Mathematical Society Magazine},
  PAGES = {50--52},
  TITLE = {Environmental and mental sustainability in academia},
  VOLUME = {134},
}
  • Mohammed Alshehri, Harbir Antil, Evelyn Herberg and Drew P. Kouri
    An inexact semismooth Newton method with application to adaptive randomized sketching for dynamic optimization
    Finite Elements in Analysis and Design 228, 2024
    doi:10.1016/j.finel.2023.104052
    bibtex 
    @ARTICLE{AlshehriAntilHerbergKouri:2024:1,
  AUTHOR = {Alshehri, Mohammed and Antil, Harbir and Herberg, Evelyn and Kouri, Drew P.},
  PUBLISHER = {Elsevier BV},
  DATE = {2024-01},
  DOI = {10.1016/j.finel.2023.104052},
  JOURNALTITLE = {Finite Elements in Analysis and Design},
  PAGES = {104052},
  TITLE = {An inexact semismooth Newton method with application to adaptive randomized sketching for dynamic optimization},
  VOLUME = {228},
}

Recent Teaching

Currently Supervising

  • M.Sc. Thesis of Viktor Stein:
    Genodesic: Trajectory Reconstruction in Single-Cell Sequencing Data using Score Based Methods
    M.Sc. Mathematik, Heidelberg University
    Supervision: Evelyn Herberg, Simon Anders and Roland Herzog

Recent Events Organized