DEPARTMENTS

Emperical Interference

Haptic Intelligence

Modern Magnetic Systems

Perceiving Systems

Physical Intelligence

Robotic Materials

Social Foundations of Computation


Research Groups

Autonomous Vision

Autonomous Learning

Bioinspired Autonomous Miniature Robots

Dynamic Locomotion

Embodied Vision

Human Aspects of Machine Learning

Intelligent Control Systems

Learning and Dynamical Systems

Locomotion in Biorobotic and Somatic Systems

Micro, Nano, and Molecular Systems

Movement Generation and Control

Neural Capture and Synthesis

Physics for Inference and Optimization

Organizational Leadership and Diversity

Probabilistic Learning Group


Topics

Robot Learning

Conference Paper

2022

Autonomous Learning

Robotics

AI

Career

Award


Modern Magnetic Systems Article Realization of a magnonic analog adder with frequency-division multiplexing Schulz, F., Groß, F., Förster, J., Mayr, S., Weigand, M., Goering, E., Gräfe, J., Schütz, G., Wintz, S. AIP Advances, 13(1), American Institute of Physics, Melville, NY, USA, 2023 () DOI BibTeX

Learning and Dynamical Systems Article Reinforcement learning with model-based feedforward inputs for robotic table tennis Ma, H., Büchler, D., Schölkopf, B., Muehlebach, M. Autonomous Robots, 47, 2023 (Published) URL BibTeX

Materials Article Retention of dissolved organic matter during podzolisation: Testing processes in laboratory experiments and at the submicron scale Krettek, A., Höschen, C., Richter, G., Schweizer, S., Thilo, R. Geoderma Regional, 32:e00606, Elsevier Science, Amsterdam, 2023 (Published) DOI BibTeX

Modern Magnetic Systems Article Seeding and emergence of composite skyrmions in a van der Waals magnet Powalla, L., Birch, M. T., Litzius, K., Wintz, S., Yasin, F. S., Turnbull, L. A., Schulz, F., Mayoh, D. A., Balakrishnan, G., Weigand, M., et al. Advanced Materials, 35(12):2208930, Wiley-VCH, Weinheim, 2023 (Published) DOI BibTeX

Modern Magnetic Systems Materials Article Site-selective substitution and resulting magnetism in arc-melted perovskite ATiO3-delta (A \textequals Ca, Sr, Ba) Yoon, S., Xie, W., Xiao, X., Checchia, S., Coduri, M., Schützendübe, P., Widenmeyer, M., Ebbinghaus, S. G., Balke, B., Weidenkaff, A., et al. Journal of the American Ceramic Society, 106(11):6778-6786, American Ceramic Society, Westerville, OH, USA, 2023 (Published) DOI BibTeX

Modern Magnetic Systems Article Skyrmion and skyrmionium formation in the two-dimensional magnet Cr2Ge2Te6 Powalla, L., Birch, M. T., Litzius, K., Wintz, S., Satheesh, S., Weigand, M., Goering, E., Schütz, G., Burghard, M. Physical Review B, 108(21), American Physical Society, Woodbury, NY, 2023 () DOI BibTeX

Modern Magnetic Systems Article Spatially-resolved dynamic sampling of different phasic magnetic resonances of nanoparticle ensembles in a magnetotactic bacterium Magnetospirillum magnetotacticum Feggeler, T., Lill, J., Günzing, D., Meckenstock, R., Spoddig, D., Efremova, M. V., Wintz, S., Weigand, M., Zingsem, B. W., Farle, M., et al. New Journal of Physics, 25(4):043010, IOP Publishing, Bristol, 2023 (Published) DOI BibTeX

Empirical Inference Technical Report Synchronizing Machine Learning Algorithms, Realtime Robotic Control and Simulated Environment with o80 Berenz, V., Widmaier, F., Guist, S., Schölkopf, B., Büchler, D. Robot Software Architectures Workshop (RSA) 2023, ICRA, 2023 (Published) arxiv poster URL BibTeX

Physical Intelligence Patent Tube-shaped robotic device with anisotropic surface structure Wang, T., Hu, W., Sitti, M. 2023, US Patent App. 18/133,104 () BibTeX

Conference Paper Unsupervised Semantic Segmentation with Self-supervised Object-centric Representations Zadaianchuk, A., Kleindessner, M., Zhu, Y., Locatello, F., Brox, T. In International Conference on Learning Representations, 2023 () URL BibTeX

Dynamic Locomotion Conference Paper Upside down: affordable high-performance motion platform Pradhan, N. M. S., Frank, P., Mo, A., Badri-Spröwitz, A. Proceedings: ISR Europe 2023, :412-418, VDE, Stuttgart, ISR Europe 2023 - 56th International Symposium on Robotics, 2023 (Published) youtube github arxiv DOI URL BibTeX

Theory of Inhomogeneous Condensed Matter Article Versatile Microfluidics Separation of Colloids by Combining External Flow with Light-Induced Chemical Activity Bekir, M., Sperling, M., Muñoz, D. V., Braksch, C., Böker, A., Lomadze, N., Popescu, M. N., Santer, S. Advanced Materials, 35(25):2300358, Wiley-VCH, Weinheim, 2023 (Published) DOI BibTeX

Perceiving Systems Article Viewpoint-Driven Formation Control of Airships for Cooperative Target Tracking Price, E., Black, M. J., Ahmad, A. IEEE Robotics and Automation Letters, 8(6):3653-3660, 2023 (Published) publisher's site DOI BibTeX

Embodied Vision Autonomous Motion Movement Generation and Control Conference Paper Visual-Inertial and Leg Odometry Fusion for Dynamic Locomotion Dhédin, V., Li, H., Khorshidi, S., Mack, L., Ravi, A. K. C., Meduri, A., Shah, P., Grimminger, F., Righetti, L., Khadiv, M., et al. In Proceedings of the IEEE International Conference on Robotics and Automation (ICRA), 2023 (Published) preprint video DOI URL BibTeX

Modern Magnetic Systems Article Voltage x-ray reflectometry: A method to study electric-field-induced changes to interfacial electronic structures Ilse, S. E., Schütz, G., Goering, E. Physical Review Letters, 131(3):036201, American Physical Society, Woodbury, N.Y., 2023 (Published) DOI BibTeX

Modern Magnetic Systems Article ZIF-8 pellets as a robust material for hydrogen cryo-adsorption tanks Balderas-Xicohténcatl, R., Villajos, J. A., Casabán, J., Wong, D., Maiwald, M., Hirscher, M. ACS Applied Energy Materials, 6(18):9145-9152, American Chemical Society, Washington, DC, 2023 (Published) DOI BibTeX

Empirical Inference Article normflows: A PyTorch Package for Normalizing Flows Stimper, V., Liu, D., Campbell, A., Berenz, V., Ryll, L., Schölkopf, B., Hernández-Lobato, J. M. Journal of Open Source Software, 8(86):5361, The Journal of Open Source Software, 2023 (Published) JOSS GitHub DOI URL BibTeX

Perceiving Systems Article SmartMocap: Joint Estimation of Human and Camera Motion Using Uncalibrated RGB Cameras Saini, N., Huang, C. P., Black, M. J., Ahmad, A. IEEE Robotics and Automation Letters, 8(6):3206-3213, 2023 (Published) publisher site DOI URL BibTeX

Autonomous Learning Conference Paper Regularity as Intrinsic Reward for Free Play Sancaktar, C., Piater, J., Martius, G. In Advances in Neural Information Processing Systems (NeurIPS, Advances in Neural Information Processing Systems 36, September 2023 (Published) URL BibTeX

Perceiving Systems Ph.D. Thesis Reconstruction and Synthesis of Human-Scene Interaction Hassan, M. University of Tübingen, February 2023 (Published) download pdf DOI BibTeX

Deep Models and Optimization Conference Paper Resurrecting Recurrent Neural Networks for Long Sequences Orvieto, A., Smith, S. L., Gu, A., Fernando, A., Gulcehre, C., Pascanu, R., De, S. In Proceedings of the Eleventh International Conference on Learning Representations, ICLR, June 2023 (Published) URL BibTeX

Empirical Inference Conference Paper Backtracking Counterfactuals von Kügelgen, J., Mohamed, A., Beckers, S. Proceedings of the Second Conference on Causal Learning and Reasoning (CLeaR), 213:177-196, Proceedings of Machine Learning Research, (Editors: van der Schaar, Mihaela and Zhang, Cheng and Janzing, Dominik), PMLR, April 2023 (Published) URL BibTeX

Robust Machine Learning Conference Paper Compositional Generalization from First Principles Wiedemer, T., Mayilvahanan, P., Bethge, M., Brendel, W. In July 2023 (Published) NeurIPS Proceedings BibTeX

Human Aspects of Machine Learning Social Foundations of Computation Conference Paper Do personality tests generalize to Large Language Models? Sühr, T., Dorner, F., Samadi, S., Kelava, A. In Proceedings of the Thirty-Seventh Annual Conference on Neural Information Processing Systems., Ernest N. Morial Convention Center, New Orleans, Louisiana., Socially Responsible Language Modelling Research (SoLaR) Workshop at NeurIPS, 2023 (Published) URL BibTeX

Empirical Inference Conference Paper Effective Bayesian Heteroscedastic Regression with Deep Neural Networks Immer, A. P. E. M. A. V. J. E. In Advances in Neural Information Processing Systems 36 (NeurIPS 2023), :1-24, Curran Associates Inc., NeurIPS, 2023 (Published) DOI URL BibTeX

Physical Intelligence Article Entropy by neighbor distance as a new measure for characterizing spatiotemporal orders in microscopic collective systems Fu, Y., Wu, Z., Zhan, S., Yang, J., Gardi, G., Kishore, V., Malgaretti, P., Wang, W. Micromachines, 14(8):1503, MDPI, 2023 (Published) BibTeX

Haptic Intelligence Article Generating Clear Vibrotactile Cues with a Magnet Embedded in a Soft Finger Sheath Gertler, I., Serhat, G., Kuchenbecker, K. J. Soft Robotics, 10(3):624-635, June 2023 (Published) DOI BibTeX

Social Foundations of Computation Conference Paper Human-Guided Fair Classification for Natural Language Processing Dorner, F. E., Peychev, M., Konstantinov, N., Goel, N., Ash, E., Vechev, M. In The Eleventh International Conference on Learning Representations (ICLR 2023), February 2023 (Published) arXiv URL BibTeX

Empirical Inference Conference Paper Kronecker-Factored Approximate Curvature for Modern Neural Network Architectures Eschenhagen, R., Immer, A., Turner, R., Schneider, F., Hennig, P. Advances in Neural Information Processing Systems 36 (NeurIPS 2023), 36:33624-33655, (Editors: A. Oh and T. Neumann and A. Globerson and K. Saenko and M. Hardt and S. Levine), Curran Associates, Inc., 37th Annual Conference on Neural Information Processing Systems, December 2023 (Published) URL BibTeX

Empirical Inference Conference Paper Learning Layer-wise Equivariances Automatically using Gradients van der Ouderaa, T., Immer, A. V. D. W. M. Advances in Neural Information Processing Systems 36 (NeurIPS 2023), 36:28365-28377, (Editors: A. Oh and T. Neumann and A. Globerson and K. Saenko and M. Hardt and S. Levine), Curran Associates, Inc., 37th Annual Conference on Neural Information Processing Systems, December 2023 (Published) URL BibTeX

Perceiving Systems Patent Method and systems for labelling motion-captured points J., B. M., Ghorbani, N. (US Patent App.~17/949,087), April 2023 (Published) BibTeX

Perceiving Systems Conference Paper OpenScene: 3D Scene Understanding with Open Vocabularies Peng, S. G. K. J. C. M. T. A. P. M. F. T. In Proceedings 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), :815-824, IEEE Explore, 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023 (Published) DOI URL BibTeX

Robust Machine Learning Conference Paper Provable Compositional Generalization for Object-Centric Learning Wiedemer, T., Brady, J., Panfilov, A., Juhos, A., Bethge, M., Brendel, W. In October 2023 (Published) ArXiv BibTeX

Empirical Inference Article Quantitative three-dimensional imaging of chemical short-range order via machine learning enhanced atom probe tomography Li, Y. W. Y. W. Z. L. X. C. T. H. L. R. Z. Z. X. H. L. D. R. G. Y. N. J. M. A. R. M. B. S. L. H. B. I. S. L. T. G. B. Nature Communications, 14:7410, 2023 (Published) DOI URL BibTeX

Perceiving Systems Ph.D. Thesis Reining in the Deep Generative Models Ghosh, P. University of Tübingen, May 2023 (Published) download pdf DOI BibTeX

Empirical Inference Ph.D. Thesis Stochastic Predictive Control for Legged Robots Gazar, A. University of Tübingen, Germany, December 2023 (Published) DOI BibTeX