Event-Triggered Learning for Resource-Efficient Networked Control. - Friedrich Solowjow; Dominik Baumann; Jochen Garcke; Sebastian Trimpe (ACC, 2018)

Efficient Encoding of Dynamical Systems Through Local Approximations. - Friedrich Solowjow; Arash Mehrjou; Bernhard Schölkopf; Sebastian Trimpe (CDC, 2018)

Minimum Information Exchange in Distributed Systems. - Friedrich Solowjow; Arash Mehrjou; Bernhard Schölkopf; Sebastian Trimpe (CoRR, 2018)

A Local Information Criterion for Dynamical Systems. - Arash Mehrjou; Friedrich Solowjow; Sebastian Trimpe; Bernhard Schölkopf (CoRR, 2018)

Event-triggered Pulse Control with Model Learning (if Necessary). - Dominik Baumann; Friedrich Solowjow; Karl Henrik Johansson; Sebastian Trimpe (ACC, 2019)

Controlling Heterogeneous Stochastic Growth Processes on Lattices with Limited Resources. - Ravi N. Haksar; Friedrich Solowjow; Sebastian Trimpe; Mac Schwager (CDC, 2019)

Actively Learning Gaussian Process Dynamics. - Mona Buisson-Fenet; Friedrich Solowjow; Sebastian Trimpe (L4DC, 2020)

Event-triggered learning. - Friedrich Solowjow; Sebastian Trimpe (Autom., 2020)

A Kernel Two-sample Test for Dynamical Systems. - Friedrich Solowjow; Dominik Baumann; Christian Fiedler; Andreas Jocham; Thomas Seel; Sebastian Trimpe (CoRR, 2020)

Hierarchical Event-Triggered Learning for Cyclically Excited Systems With Application to Wireless Sensor Networks. - Jonas Beuchert; Friedrich Solowjow; Jörg Raisch; Sebastian Trimpe; Thomas Seel (IEEE Control. Syst. Lett., 2020)

Overcoming Bandwidth Limitations in Wireless Sensor Networks by Exploitation of Cyclic Signal Patterns: An Event-triggered Learning Approach. - Jonas Beuchert; Friedrich Solowjow; Sebastian Trimpe; Thomas Seel (Sensors, 2020)

Symplectic Gaussian Process Dynamics. - Katharina Ensinger; Friedrich Solowjow; Michael Tiemann 001; Sebastian Trimpe (CoRR, 2021)

Event-Triggered Learning for Linear Quadratic Control. - Henning Schlüter; Friedrich Solowjow; Sebastian Trimpe (IEEE Trans. Autom. Control., 2021)

Improving the Performance of Robust Control through Event-Triggered Learning. - Alexander von Rohr; Friedrich Solowjow; Sebastian Trimpe (CDC, 2022)

Structure-Preserving Gaussian Process Dynamics. - Katharina Ensinger; Friedrich Solowjow; Sebastian Ziesche; Michael Tiemann 001; Sebastian Trimpe (ECML/PKDD (5), 2022)

Parameter Filter-based Event-triggered Learning. - Sebastian Schlor; Friedrich Solowjow; Sebastian Trimpe (CoRR, 2022)

Identifying Causal Structure in Dynamical Systems. - Dominik Baumann; Friedrich Solowjow; Karl Henrik Johansson; Sebastian Trimpe (Trans. Mach. Learn. Res., 2022)

Event-triggered Learning. - Friedrich Solowjow (2022)

Scalable Concept Extraction in Industry 4.0. - Andres Felipe Posada-Moreno; Kai Müller; Florian Brillowski; Friedrich Solowjow; Thomas Gries; Sebastian Trimpe (xAI (3), 2023)

image classification dataset on carbon fiber reinforcement quality control. - Andres Felipe Posada-Moreno; Kai Müller; Florian Brillowski; Friedrich Solowjow; Thomas Gries; Sebastian Trimpe (Zenodo, 2023)

image classification dataset on tailored textiles quality control. - Andres Felipe Posada-Moreno; Kai Müller; Florian Brillowski; Friedrich Solowjow; Thomas Gries; Sebastian Trimpe (Zenodo, 2023)

Safe Value Functions. - Pierre-François Massiani; Steve Heim; Friedrich Solowjow; Sebastian Trimpe (IEEE Trans. Autom. Control., 2023)

On Statistical Learning Theory for Distributional Inputs. - Christian Fiedler; Pierre-François Massiani; Friedrich Solowjow; Sebastian Trimpe (ICML, 2024)

Trust the Model Where It Trusts Itself - Model-Based Actor-Critic with Uncertainty-Aware Rollout Adaption. - Bernd Frauenknecht; Artur Eisele; Devdutt Subhasish; Friedrich Solowjow; Sebastian Trimpe (ICML, 2024)

On the Consistency of Kernel Methods with Dependent Observations. - Pierre-François Massiani; Sebastian Trimpe; Friedrich Solowjow (ICML, 2024)

On Foundation Models for Dynamical Systems from Purely Synthetic Data. - Martin Ziegler; Andres Felipe Posada-Moreno; Friedrich Solowjow; Sebastian Trimpe (CoRR, 2024)

Data-Driven Observability Analysis for Nonlinear Stochastic Systems. - Pierre-François Massiani; Mona Buisson-Fenet; Friedrich Solowjow; Florent Di Meglio; Sebastian Trimpe (IEEE Trans. Autom. Control., 2024)

Multimodal Multi-User Surface Recognition With the Kernel Two-Sample Test. - Behnam Khojasteh; Friedrich Solowjow; Sebastian Trimpe; Katherine J. Kuchenbecker (IEEE Trans Autom. Sci. Eng., 2024)

On Rollouts in Model-Based Reinforcement Learning. - Bernd Frauenknecht; Devdutt Subhasish; Friedrich Solowjow; Sebastian Trimpe (ICLR, 2025)

Event-Triggered Time-Varying Bayesian Optimization. - Paul Brunzema; Alexander von Rohr; Friedrich Solowjow; Sebastian Trimpe (Trans. Mach. Learn. Res., 2025)

A kernel conditional two-sample test. - Pierre-François Massiani; Christian Fiedler; Lukas Haverbeck; Friedrich Solowjow; Sebastian Trimpe (CoRR, 2025)