Publications

My publications can also be found on Google Scholar.

2026

  1. Preprint
    2026_DUET-DINO.png
    DUET-DINO: Simultaneous Cross-View World Modeling for Latent Planning in Robot Manipulation
    Nisarga Nilavadi, Ralf Römer, Moritz Reuss, Michael Krawez, Tobias Jülg, Angela P. Schoellig, Rudolf Lioutikov, and Wolfram Burgard
    arXiv preprint, 2026
  2. Preprint
    2026_Data-Where-It-Matters.png
    Data and Learning Where it Matters for Contact-Rich Manipulation
    Oliver Hausdörfer, Linus Schwarz, Gabor Marko, Christian Dietz, Timo Class, Luka Hofer, Jim Yun-Jin Li, Johannes Hechtl, and 2 more authors
    arXiv preprint, 2026
  3. Preprint
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    Uncertainty Quantification for Flow-Based Vision-Language-Action Models
    Ralf Römer, Maximilian Seeliger, Saida Liu, Ben Sturgis, Marco Bagatella, Daniel Marta, Andreas Krause, and Angela P. Schoellig
    arXiv preprint, 2026
  4. RA-L
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    CLARE: Continual Learning for Vision-Language-Action Models via Autonomous Adapter Routing and Expansion
    Ralf Römer*, Yi Zhang*, Yuming Li, and Angela P. Schoellig
    IEEE Robotics and Automation Letters (RA-L), 2026
  5. ICRA
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    From Demonstrations to Safe Deployment: Path-Consistent Safety Filtering for Diffusion Policies
    Ralf Römer*, Julian Balletshofer*, Jakob Thumm, Marco Pavone, Angela P. Schoellig, and Matthias Althoff
    In IEEE International Conference on Robotics and Automation (ICRA), 2026
  6. RA-P
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    CRISP - Compliant ROS2 Controllers for Learning-Based Manipulation Policies and Teleoperation
    Daniel San José Pro, Oliver Hausdörfer, Ralf Römer, Maximilian Dösch, Martin Schuck, and Angela P. Schoellig
    IEEE Robotics and Automation Practice (RA-P), 2026

2025

  1. NeurIPS
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    Failure Prediction at Runtime for Generative Robot Policies
    Ralf Römer*, Adrian Kobras*, Luca Worbis, and Angela P. Schoellig
    In Advances in Neural Information Processing Systems (NeurIPS), 2025
  2. Preprint
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    ARMimic: Learning Robotic Manipulation from Passive Human Demonstrations in Augmented Reality
    Rohan Walia, Yusheng Wang, Ralf Römer, Masahiro Nishio, Angela P. Schoellig, and Jun Ota
    arXiv preprint, 2025
  3. L4DC
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    Diffusion Predictive Control with Constraints
    Ralf Römer, Alexander Rohr, and Angela P. Schoellig
    In Learning for Dynamics and Control Conference (L4DC), 2025
  4. ICRA
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    Flying through Moving Gates without Full State Estimation
    Ralf Römer, Tim Emmert, and Angela P. Schoellig
    In IEEE International Conference on Robotics and Automation (ICRA), 2025
  5. RA-L
    2025_Semantic-Safety.jpg
    Semantically Safe Robot Manipulation: From Semantic Scene Understanding to Motion Safeguards
    Lukas Brunke, Yanni Zhang, Ralf Römer, Jack Naimer, Nikola Staykov, Siqi Zhou, and Angela P. Schoellig
    IEEE Robotics and Automation Letters (RA-L), 2025

2024

  1. ACC
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    Is Data All That Matters? The Role of Control Frequency for Learning-Based Sampled-Data Control of Uncertain Systems
    Ralf Römer, Lukas Brunke, Siqi Zhou, and Angela P. Schoellig
    In American Control Conference (ACC), 2024
  2. Workshop
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    Safe Offline Reinforcement Learning using Trajectory-Level Diffusion Models
    Ralf Römer, Lukas Brunke, Martin Schuck, and Angela P. Schoellig
    In ICRA Workshop on Back to the Future: Robot Learning Going Probabilistic, 2024

2023

  1. RA-L
    2023_Uncertainty-Aware-Planning.jpg
    Vision-Based Uncertainty-Aware Motion Planning based on Probabilistic Semantic Segmentation
    Ralf Römer*, Armin Lederer*, Samuel Tesfazgi, and Sandra Hirche
    IEEE Robotics and Automation Letters (RA-L), 2023
  2. Thesis
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    The Role of Control Frequency for the Stability and Closed-Loop Performance of Uncertain Systems
    Ralf Römer
    Technical University of Munich, 2023
    Supervisors: Lukas Brunke, Dr. SiQi Zhou, Prof. Angela P. Schoellig

2022

  1. ACC
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    Catching Objects with a Robot Arm using Model Predictive Control
    T. Gold, Ralf Römer, Andreas Völz, and Knut Graichen
    In American Control Conference (ACC), 2022