Tobias Würth

PhD student, Institute of Vehicle System Technology, Karlsruher Institut für Technologie

Joined

February 2023

Names

Tobias Würth (Preferred)

Tobias Daniel Würth

Emails

****@kit.edu (Confirmed)

Personal Links

Homepage

DBLP

ORCID

Career & Education History

PhD student

Institute of Vehicle System Technology, Karlsruher Institut für Technologie (kit.edu)

2022 – 2027

MS student

Karlsruher Institut für Technologie (kit.edu)

2019 – 2022

Undergrad student

Karlsruher Institut für Technologie (kit.edu)

2014 – 2019

Advisors, Relations & Conflicts

No relations added

Expertise

No areas of expertise listed

Publications

Point Cloud Sequence Encoding for Material-conditioned Graph Network Simulators
Philipp Dahlinger, Balázs Gyenes, Niklas Freymuth, Tobias Würth, Tai Hoang, Johannes Mitsch, Luise Kärger, Gerhard Neumann
- AI&PDE Poster
- Readers: Everyone
Context-aware Learned Mesh-based Simulation via Trajectory-Level Meta-Learning
Philipp Dahlinger, Niklas Freymuth, Tai Hoang, Tobias Würth, Michael Volpp, Luise Kärger, Gerhard Neumann
- Accepted by TMLR
- Readers: Everyone
Diffusion-Based Hierarchical Graph Neural Networks for Simulating Nonlinear Solid Mechanics
Tobias Würth, Niklas Freymuth, Gerhard Neumann, Luise Kärger
- NeurIPS 2025 spotlight
- Readers: Everyone
AMBER: Adaptive Mesh Generation by Iterative Mesh Resolution Prediction
Niklas Freymuth, Tobias Würth, Nicolas Schreiber, Balázs Gyenes, Andreas Boltres, Johannes Mitsch, Aleksandar Taranovic, Tai Hoang, Philipp Dahlinger, Philipp Becker, Luise Kärger, Gerhard Neumann
- NeurIPS 2025 poster
- Readers: Everyone
Iterative Sizing Field Prediction for Adaptive Mesh Generation From Expert Demonstrations
Niklas Freymuth, Philipp Dahlinger, Tobias Würth, Philipp Becker, Aleksandar Taranovic, Onno Grönheim, Luise Kärger, Gerhard Neumann
- ICML2024-AI4Science Poster
- Readers: Everyone
Physics-informed MeshGraphNets (PI-MGNs): Neural finite element solvers for non-stationary and nonlinear simulations on arbitrary meshes
Tobias Würth, Niklas Freymuth, Clemens Zimmerling, Gerhard Neumann, Luise Kärger
- CoRR 2024
- Readers: Everyone
Iterative Sizing Field Prediction for Adaptive Mesh Generation From Expert Demonstrations
Niklas Freymuth, Philipp Dahlinger, Tobias Würth, Philipp Becker, Aleksandar Taranovic, Onno Grönheim, Luise Kärger, Gerhard Neumann
- CoRR 2024
- Readers: Everyone
Adaptive Swarm Mesh Refinement using Deep Reinforcement Learning with Local Rewards
Niklas Freymuth, Philipp Dahlinger, Tobias Würth, Simon Reisch, Luise Kärger, Gerhard Neumann
- CoRR 2024
- Readers: Everyone
Swarm Reinforcement Learning for Adaptive Mesh Refinement
Niklas Freymuth, Philipp Dahlinger, Tobias Daniel Würth, Simon Reisch, Luise Kärger, Gerhard Neumann
- NeurIPS 2023 poster
- Readers: Everyone
Swarm Reinforcement Learning for Adaptive Mesh Refinement
Niklas Freymuth, Philipp Dahlinger, Tobias Würth, Simon Reisch, Luise Kärger, Gerhard Neumann
- NeurIPS 2023
- Readers: Everyone

View all 11 publications