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Sophie Fellenz
Assistant Professor, Universität Kaiserslautern
Joined
September 2020
Names
Sophie Fellenz
(Preferred)
,
Sophie Burkhardt
Emails
****@informatik.uni-mainz.de
(Confirmed)
,
****@informatik.uni-kl.de
(Confirmed)
,
****@cs.uni-kl.de
(Confirmed)
Personal Links
Homepage
Google Scholar
DBLP
ORCID
LinkedIn
ACL Anthology
Career & Education History
Assistant Professor
Universität Kaiserslautern
(uni-kl.de)
2020
–
Present
Postdoc
University of Mainz
(uni-mainz.de)
2019
–
2020
PhD student
University of Mainz
(uni-mainz.de)
2013
–
2018
Advisors, Relations & Conflicts
Coworker
Marius Kloft
2020
–
2023
Coworker
Zahra Ahmadi
2013
–
2020
PhD Advisor
Stefan Kramer
2013
–
2018
Coworker
Jörg Wicker
2013
–
2017
Coworker
Andreas Karwath
2013
–
2017
Expertise
physics-informed machine learning
2022
–
2027
time series
2020
–
2026
topic models
2013
–
2025
Publications
Pluralistic AI Alignment Requires Inference-Time Multi-Objective Control
Weichen Li
,
Mislav Stojanović
,
Daniel Neider
,
Marius Kloft
,
Sophie Fellenz
Pluralistic-Alignment 2026
Readers:
Everyone
Physics-Informed Residual Flows
Jephte Abijuru
,
Mayank Nagda
,
Phil Ostheimer
,
Sebastian Josef Vollmer
,
Marius Kloft
,
Sophie Fellenz
ICML 2026
Readers:
Everyone
Heavy-tailed Physics-Informed Neural Networks
Jephte Abijuru
,
Mayank Nagda
,
Phil Ostheimer
,
Jan Tauberschmidt
,
Sebastian Josef Vollmer
,
Stephan Mandt
,
Marius Kloft
,
Sophie Fellenz
ICML 2026
Readers:
Everyone
Physics-Informed Residual Flows
Jephte Abijuru
,
Mayank Nagda
,
Phil Ostheimer
,
Jan C. Aurich
,
Sebastian Josef Vollmer
,
Marius Kloft
,
Sophie Fellenz
DiffSys 2025
Readers:
Everyone
Autoregressive PINNs for Time-Dependent PDEs
Mayank Nagda
,
Jephte Abijuru
,
Phil Ostheimer
,
Jan C. Aurich
,
Stephan Mandt
,
Marius Kloft
,
Sophie Fellenz
DiffSys 2025
Readers:
Everyone
Sparse Data Diffusion for Scientific Simulations in Biology and Physics
Phil Ostheimer
,
Mayank Nagda
,
Andriy Balinskyy
,
Jean Radig
,
Carl Herrmann
,
Stephan Mandt
,
Marius Kloft
,
Sophie Fellenz
SIMBIOCHEM 2025 Spotlight
Readers:
Everyone
Formally Exploring Time-Series Anomaly Detection Evaluation Metrics
Dennis Wagner
,
Arjun Nair
,
Billy Joe Franks
,
Justus Arweiler
,
Aparna Muraleedharan
,
Indra Jungjohann
,
Fabian Hartung
,
Andriy Balinskyy
,
Saurabh Varshneya
,
Mayank Chetan Ahuja
,
Nabeel Hussain Syed
,
Mayank Nagda
,
Philipp Liznerski
,
Steffen Reithermann
,
Maja Rudolph
,
Sebastian Josef Vollmer
,
Ralf Schulz
,
Torsten Katz
,
Stephan Mandt
,
Michael Bortz
et al. (7 additional authors not shown)
AISTATS 2026 Poster
Readers:
Everyone
SetPINNs: Set-based Physics-informed Neural Networks
Mayank Nagda
,
Phil Ostheimer
,
Thomas Specht
,
Frank Rhein
,
Fabian Jirasek
,
Stephan Mandt
,
Marius Kloft
,
Sophie Fellenz
AISTATS 2026 Spotlight
Readers:
Everyone
PIANO: Physics-Informed Autoregressive Networks
Mayank Nagda
,
Jephte Abijuru
,
Phil Ostheimer
,
Stephan Mandt
,
Marius Kloft
,
Sophie Fellenz
ICLR 2026 Conference Withdrawn Submission
Readers:
Everyone
Physics-informed Residual Flows
Jephte Abijuru
,
Mayank Nagda
,
Phil Ostheimer
,
Sebastian Josef Vollmer
,
Marius Kloft
,
Sophie Fellenz
Submitted to ICLR 2026
Readers:
Everyone
View all 61 publications
Co-Authors
Andrew B. Duncan
Andriy Balinskyy
Anthony Widjaja Lin
Aparna Muraleedharan
Arjun Nair
Arofat Akhundjanova
Asja Fischer
Asmita Bhat
Barbod Pajoum
Benjamin Dinkelmann
Benjamin Klöpper
Benjamin Schiller
Billy Joe Franks
Björn Ommer
Carl Herrmann
Carola-Bibiane Schönlieb
Charu James
Charu Karakkaparambil James
Chen Song
Christoph Lippert
Clara Meister
Daniel Neider
Deepak Nagaraj
Dennis Wagner
Dietrich Klakow
View all 107 co-authors