Hub https://dcn.nat.fau.eu FAU DCN-AvH. Chair for Dynamics, Control, Machine Learning and Numerics -Alexander von Humboldt Professorship Fri, 14 Nov 2025 17:27:04 +0000 en-US hourly 1 https://wordpress.org/?v=7.0 https://dcn.nat.fau.eu/wp-content/uploads/cropped-FAUDCNAvHlogo_square_silhouette_512x512-32x32.png Hub https://dcn.nat.fau.eu 32 32 Sentiment Analysis with Transformers https://dcn.nat.fau.eu/ndw25-sentiment-analysis-with-transformers/ Fri, 14 Nov 2025 12:00:05 +0000 https://dcn.nat.fau.eu/?p=32036 Clustering in pure-attention hardmax transformers and its role in sentiment analysis https://dcn.nat.fau.eu/clustering-in-pure-attention-hardmax-transformers-and-its-role-in-sentiment-analysis/ Wed, 03 Jul 2024 01:46:03 +0000 https://dcn.nat.fau.eu/?p=29583 PINNs Introductory Code for the Heat Equation https://dcn.nat.fau.eu/pinns-introductory-code-for-the-heat-equation/ Fri, 01 Dec 2023 14:54:19 +0000 https://dcn.nat.fau.eu/?p=27768 Combined convection and diffusion in a network. A numerical analysis https://dcn.nat.fau.eu/combined-convection-and-diffusion-in-a-network-a-numerical-analysis/ Fri, 04 Aug 2023 09:13:30 +0000 https://dcn.nat.fau.eu/?p=27049 The ADMM-PINNs Algorithmic Framework for Nonsmooth PDE-Constrained Optimization: A Deep Learning Approach https://dcn.nat.fau.eu/the-admm-pinns-algorithmic-framework-for-nonsmooth-pde-constrained-optimization-a-deep-learning-approach/ Wed, 12 Jul 2023 09:00:42 +0000 https://dcn.nat.fau.eu/?p=26844 Reinforcement learning as a new perspective into controlling physical systems https://dcn.nat.fau.eu/reinforcement-learning-as-a-new-perspective-into-controlling-physical-systems/ Mon, 03 Jul 2023 03:43:26 +0000 https://dcn.nat.fau.eu/?p=26794 Federated Learning: Protect your data and privacy https://dcn.nat.fau.eu/federated-learning-protect-your-data-and-privacy/ Tue, 20 Dec 2022 06:50:47 +0000 https://dcn.nat.fau.eu/?p=25318 Approximating the 1D wave equation using Physics Informed Neural Networks (PINNs) https://dcn.nat.fau.eu/approximating-the-1d-wave-equation-using-physics-informed-neural-networks-pinns/ Fri, 30 Sep 2022 10:59:13 +0000 https://dcn.nat.fau.eu/?p=22800 Training of neural ODEs using pyTorch https://dcn.nat.fau.eu/training-of-neural-odes-using-pytorch/ Tue, 13 Sep 2022 14:11:31 +0000 https://dcn.nat.fau.eu/?p=24809 Gas networks at stationary states: Analysis, software and visualization https://dcn.nat.fau.eu/derivation-of-the-pressure-function/ Fri, 05 Aug 2022 11:13:39 +0000 https://dcn.nat.fau.eu/?p=21384