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<h1>2026</h1><!--Roth_2026aa-->
<p style="margin-bottom: 0.2em"><strong>Roth, Fabian</strong>
(2026):
<em>Learning Stable port-Hamiltonian Dynamics with Neural Networks.</em>
In: <em>65th Annual Meeting of the International Association of Applied Mathematics and Mechanics (<span class="bibtex-protected">GAMM</span> 2026)</em>, Stuttgart.
[Talk]</p>
<!--Roth_2026ab-->
<p style="margin-bottom: 0.2em"><strong>Roth, Fabian</strong>
(2026):
<em>Data-driven surrogate modeling with stable port-<span class="bibtex-protected">Hamiltonian</span> neural networks.</em>
In: <em>Workshop on Machine Learning meets Mechanics</em>, Dresden.
[Talk]</p>
<!--Weeger_2026aa-->
<p style="margin-bottom: 0.2em"><strong><a class="link" href="https://www.tu-darmstadt.de" target="_top">Weeger, Oliver</a></strong>
(2026):
<em>Generative material design with variational auto-encoders and hyperelastic neural network constitutive models.</em>
In: <em>65th Annual Meeting of the International Association of Applied Mathematics and Mechanics (<span class="bibtex-protected">GAMM</span> 2026)</em>, Stuttgart.
[Talk]</p>
<h1>2025</h1><!--Roth_2025aa-->
<p style="margin-bottom: 0.2em"><strong>Roth, Fabian J. ; Klein, Dominik K. ; Kannapinn, Maximilian ; Peters, Jan ; <a class="link" href="https://www.tu-darmstadt.de" target="_top">Weeger, Oliver</a></strong>
(2025):
<em>Stable Port-<span class="bibtex-protected">Hamiltonian</span> Neural Networks.</em>
Cornell University, ARXIV: <a class="link" href="https://arxiv.org/abs/2502.02480" target="_top">2502.02480</a>.
[Preprint].</p>
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