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Sebastian Trimpe

Publication record assembled from the DBLP archive of ranked conferences.

Papers indexed

27

Venues

6

Active years

2010–2025

Best venue rank

A*

Where they publish

Papers

27 indexed papers, newest first.

YearVenueTitleAuthors
2025ICLRBayesian Optimization via Continual Variational Last Layer Training.Paul Brunzema, Mikkel Jordahn, John Willes, Sebastian Trimpe, Jasper Snoek, James Harrison
2025ICLROn Rollouts in Model-Based Reinforcement Learning.Bernd Frauenknecht, Devdutt Subhasish, Friedrich Solowjow, Sebastian Trimpe
2025ICMLDistributed Event-Based Learning via ADMM.Gner Dilsad Er, Sebastian Trimpe, Michael Muehlebach
2025ICRAThe Mini Wheelbot: A Testbed for Learning-based Balancing, Flips, and Articulated Driving.Henrik Hose, Jan Weisgerber, Sebastian Trimpe
2025IROSDiffusion-Based Approximate MPC: Fast and Consistent Imitation of Multi-Modal Action Distributions.Pau Marquez Julbe, Julian Nubert, Henrik Hose, Sebastian Trimpe, Katherine J. Kuchenbecker
2024AAAIExact Inference for Continuous-Time Gaussian Process Dynamics.Katharina Ensinger, Nicholas Tagliapietra, Sebastian Ziesche, Sebastian Trimpe
2024AAAILearning Hybrid Dynamics Models with Simulator-Informed Latent States.Katharina Ensinger, Sebastian Ziesche, Sebastian Trimpe
2024ICMLOn Statistical Learning Theory for Distributional Inputs.Christian Fiedler, Pierre-Franois Massiani, Friedrich Solowjow, Sebastian Trimpe
2024ICMLTrust 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
2024ICMLOn the Consistency of Kernel Methods with Dependent Observations.Pierre-Franois Massiani, Sebastian Trimpe, Friedrich Solowjow
2024IROSPseudo-rigid body networks: learning interpretable deformable object dynamics from partial observations.Shamil Mamedov, Andreas Ren Geist, Jan Swevers, Sebastian Trimpe
2023AAAICombining Slow and Fast: Complementary Filtering for Dynamics Learning.Katharina Ensinger, Sebastian Ziesche, Barbara Rakitsch, Michael Tiemann, Sebastian Trimpe
2021AAAIPractical and Rigorous Uncertainty Bounds for Gaussian Process Regression.Christian Fiedler, Carsten W. Scherer, Sebastian Trimpe
2021CoRLUsing Physics Knowledge for Learning Rigid-body Forward Dynamics with Gaussian Process Force Priors.Lucas Rath, Andreas Ren Geist, Sebastian Trimpe
2021ICRAGoSafe: Globally Optimal Safe Robot Learning.Dominik Baumann, Alonso Marco, Matteo Turchetta, Sebastian Trimpe
2020ICRARobust Model-free Reinforcement Learning with Multi-objective Bayesian Optimization.Matteo Turchetta, Andreas Krause, Sebastian Trimpe
2019CoRLA Learnable Safety Measure.Steve Heim, Alexander von Rohr, Sebastian Trimpe, Alexander Badri-Sprwitz
2019ICMLTrajectory-Based Off-Policy Deep Reinforcement Learning.Andreas Doerr, Michael Volpp, Marc Toussaint, Sebastian Trimpe, Christian Daniel
2018ICMLProbabilistic Recurrent State-Space Models.Andreas Doerr, Christian Daniel, Martin Schiegg, Duy Nguyen-Tuong, Stefan Schaal, Marc Toussaint, Sebastian Trimpe
2018IROSGait Learning for Soft Microrobots Controlled by Light Fields.Alexander von Rohr, Sebastian Trimpe, Alonso Marco, Peer Fischer, Stefano Palagi
2017CoRLOptimizing Long-term Predictions for Model-based Policy Search.Andreas Doerr, Christian Daniel, Duy Nguyen-Tuong, Alonso Marco, Stefan Schaal, Marc Toussaint, Sebastian Trimpe
2017ICRAModel-based policy search for automatic tuning of multivariate PID controllers.Andreas Doerr, Duy Nguyen-Tuong, Alonso Marco, Stefan Schaal, Sebastian Trimpe
2017ICRAVirtual vs. real: Trading off simulations and physical experiments in reinforcement learning with Bayesian optimization.Alonso Marco, Felix Berkenkamp, Philipp Hennig, Angela P. Schoellig, Andreas Krause, Stefan Schaal, Sebastian Trimpe
2016ICRADepth-based object tracking using a Robust Gaussian Filter.Jan Issac, Manuel Wthrich, Cristina Garcia Cifuentes, Jeannette Bohg, Sebastian Trimpe, Stefan Schaal
2016ICRAAutomatic LQR tuning based on Gaussian process global optimization.Alonso Marco, Philipp Hennig, Jeannette Bohg, Stefan Schaal, Sebastian Trimpe
2015ICRAEvent-based estimation and control for remote robot operation with reduced communication.Sebastian Trimpe, Jonas Buchli
2010ICRAAccelerometer-based tilt estimation of a rigid body with only rotational degrees of freedom.Sebastian Trimpe, Raffaello D'Andrea