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


Locomotion in Biorobotic and Somatic Systems Article Compliance, Mass Distribution and Contact Forces in Cursorial and Scansorial Locomotion with Biorobotic Physical Models Siddall, R., Fukushima, T., Bardhi, D., Perteshoni, B., Morina, A., Hasimja, E., Dujaka, Y., Haziri, G., Martin, L., Banerjee, H., et al. Advanced Robotics, 35(7):437-449, Taylor & Francis, April 2021 preprint DOI BibTeX

Embodied Vision Conference Paper Explore the Context: Optimal Data Collection for Context-Conditional Dynamics Models Achterhold, J., Stueckler, J. In Proceedings of The 24th International Conference on Artificial Intelligence and Statistics (AISTATS 2021) , 130, JMLR, Cambridge, MA, Titel The 24th International Conference on Artificial Intelligence and Statistics (AISTATS 2021) , April 2021, preprint CoRR abs/2102.11394 (Published) Preprint Project page Poster URL BibTeX

Micro, Nano, and Molecular Systems Article Large Area Patterning of Nanoparticles and Nanostructures: Current Status and Future Prospects Barad, H., Kwon, H., Alarcon-Correa, M., Fischer, P. ACS Nano, 15(4):5861-5875 , April 2021 DOI URL BibTeX

Empirical Inference Conference Paper Benchmarking Simulation-Based Inference Lueckmann, J., Boelts, J., Greenberg, D. S., Gonçalves, P. J., Macke, J. H. Proceedings of the 24th International Conference on Artificial Intelligence and Statistics (AISTATS), 130:343-351, Proceedings of Machine Learning Research, (Editors: Arindam Banerjee and Kenji Fukumizu), PMLR, AISTATS, April 2021 (Published) URL BibTeX

Empirical Inference Conference Paper Calibrated Adaptive Probabilistic ODE Solvers Bosch, N., Hennig, P., Tronarp, F. Proceedings of the 24th International Conference on Artificial Intelligence and Statistics (AISTATS), 130:3466-3474, Proceedings of Machine Learning Research, (Editors: Arindam Banerjee and Kenji Fukumizu), PMLR, AISTATS, April 2021 (Published) URL BibTeX

Empirical Inference Conference Paper DP-MERF: Differentially Private Mean Embeddings with Random Features for Practical Privacy-Preserving Data Generation Harder, F., Adamczewski, K., Park, M. Proceedings of the 24th International Conference on Artificial Intelligence and Statistics (AISTATS), 130:1819-1827, Proceedings of Machine Learning Research, (Editors: Arindam Banerjee and Kenji Fukumizu), PMLR, AISTATS, April 2021 (Published) URL BibTeX

Empirical Inference Article Data-efficient Domain Randomization with Bayesian Optimization Muratore, F., Eilers, C., Gienger, M., Peters, J. IEEE Robotics and Automation Letters , 6(2):911-918, April 2021 (Published) DOI BibTeX

Empirical Inference Conference Paper Dirichlet pruning for neural network compression Adamczewski, K., Park, M. Proceedings of the 24th International Conference on Artificial Intelligence and Statistics (AISTATS), 130:3637-3645, Proceedings of Machine Learning Research, (Editors: Arindam Banerjee and Kenji Fukumizu), PMLR, AISTATS, April 2021 (Published) URL BibTeX

Empirical Inference Conference Paper Explicit Regularization of Stochastic Gradient Methods through Duality Raj, A., Bach, F. Proceedings of the 24th International Conference on Artificial Intelligence and Statistics (AISTATS), 130:1882-1890, Proceedings of Machine Learning Research, (Editors: Arindam Banerjee and Kenji Fukumizu), PMLR, AISTATS, April 2021 (Published) URL BibTeX

Empirical Inference Conference Paper Fork or Fail: Cycle-Consistent Training with Many-to-One Mappings Guo, Q., Jin, Z., Wang, Z., Qiu, X., Zhang, W., Zhu, J., Zhang, Z., Wipf, D. Proceedings of the 24th International Conference on Artificial Intelligence and Statistics (AISTATS), 130:1828-1836, Proceedings of Machine Learning Research, (Editors: Arindam Banerjee and Kenji Fukumizu), PMLR, AISTATS, April 2021 (Published) PDF URL BibTeX

Physics for Inference and Optimization Article Generative model for reciprocity and community detection in networks Safdari, H., Contisciani, M., Bacco, C. D. Physical Review Research, 3(2):023209, April 2021 (Published) Preprint Code DOI URL BibTeX

Empirical Inference Conference Paper Geometrically Enriched Latent Spaces Arvanitidis, G., Hauberg, S., Schölkopf, B. Proceedings of the 24th International Conference on Artificial Intelligence and Statistics (AISTATS), 130:631-639, Proceedings of Machine Learning Research, (Editors: Arindam Banerjee and Kenji Fukumizu), PMLR, AISTATS, April 2021 (Published) URL BibTeX

Empirical Inference Conference Paper Kernel Distributionally Robust Optimization: Generalized Duality Theorem and Stochastic Approximation Zhu, J., Jitkrittum, W., Diehl, M., Schölkopf, B. Proceedings of the 24th International Conference on Artificial Intelligence and Statistics (AISTATS), 130:280-288, Proceedings of Machine Learning Research, (Editors: Arindam Banerjee and Kenji Fukumizu), PMLR, April 2021 (Published) arXiv URL BibTeX

Empirical Inference Conference Paper Learning with Hyperspherical Uniformity Liu, W., Lin, R., Liu, Z., Xiong, L., Schölkopf, B., Weller, A. Proceedings of the 24th International Conference on Artificial Intelligence and Statistics (AISTATS), 130:1180-1188, Proceedings of Machine Learning Research, (Editors: Arindam Banerjee and Kenji Fukumizu), PMLR, AISTATS, April 2021 (Published) URL BibTeX

Empirical Inference Ph.D. Thesis Machine Learning Methods for Modeling Synthesizable Molecules Bradshaw, J. University of Cambridge, UK, Cambridge, April 2021, (Cambridge-Tübingen-Fellowship) (Published) DOI BibTeX

Autonomous Learning Article Machine learning time-local generators of open quantum dynamics Mazza, P. P., Zietlow, D., Carollo, F., Andergassen, S., Martius, G., Lesanovsky, I. Physical Review Research, 3(2):023084, April 2021 (Published) pdf DOI BibTeX

Haptic Intelligence Article Multi-Sensory Guidance and Feedback for Simulation-Based Training in Robot Assisted Surgery: A Preliminary Comparison of Visual, Haptic, and Visuo-Haptic Caccianiga, G., Mariani, A., Galli de Paratesi, C., Menciassi, A., De Momi, E. IEEE Robotics and Automation Letters, 6(2):3801-3808, April 2021 (Published) DOI BibTeX

Movement Generation and Control Article Variable Horizon MPC with Swing Foot Dynamics for Bipedal Walking Control Daneshmand, E., Khadiv, M., Grimminger, F., Righetti, L. IEEE Robotics and Automation Letters, 6(2):2349-2356, April 2021 (Published) DOI URL BibTeX

Physical Intelligence Article Bioinspired self-healing polypeptides Pena-Francesch, A., Demirel, M., Sitti, M. Bulletin of the American Physical Society, 66(1):V07.00003, APS March Meeting, March 2021 URL BibTeX

Locomotion in Biorobotic and Somatic Systems Article Modeling and Control of a Soft Robotic Fish with Integrated Soft Sensing Lin, Y., Siddall, R., Schwab, F., Fukushima, T., Banerjee, H., Beak, Y., Vogt, D., Park, Y., Jusufi, A. Advanced Intelligent Systems, 5(4):2000244, Wiley Online Library, March 2021 (Published) DOI BibTeX

Micro, Nano, and Molecular Systems Article Progress in robotics for combating infectious diseases Gao, A., Murphy, R., Chen, W., Dagnino, G., Fischer, P., Gutierrez, M., Kundrat, D., Nelson, B., Shamsudhin, N., Su, H., et al. Science Robotics, 6(52):eabf1462, March 2021 DOI URL BibTeX

Empirical Inference Article Synchronous activity patterns in the dentate gyrus during immobility Pofahl, M., Nikbakht, N., Haubrich, A. N., Nguyen, T., Masala, N., Distler, F., Braganza, O., Macke, J. H., Ewell, L. A., Golcuk, K., et al. eLife, 10:29, March 2021 (Published) DOI URL BibTeX

Haptic Intelligence Miscellaneous A Haptic Empathetic Robot Animal for Children with Autism Burns, R. B., Seifi, H., Lee, H., Kuchenbecker, K. J. 583-585, Workshop paper (3 pages) presented at the HRI Pioneers Workshop, Boulder, CO, USA, March 2021 (Published) DOI BibTeX

Haptic Intelligence Conference Paper The Six Hug Commandments: Design and Evaluation of a Human-Sized Hugging Robot with Visual and Haptic Perception Block, A. E., Christen, S., Gassert, R., Hilliges, O., Kuchenbecker, K. J. In HRI ’21: Proceedings of the 2021 ACM/IEEE International Conference on Human-Robot Interaction, 380-388, ACM, New York, NY, USA, ACM/IEEE International Conference on Human-Robot Interaction (HRI 2021), March 2021 (Published) Block21-HRI-Commandments.pdf DOI BibTeX

Dynamic Locomotion Intelligent Control Systems Conference Paper A little damping goes a long way Heim, S., Millard, M., Mouel, C. L., Badri-Spröwitz, A. In Integrative and Comparative Biology, 61(Supplement 1):E367-E367, Oxford University Press, Society for Integrative and Comparative Biology Annual Meeting (SICB Annual Meeting 2021) , March 2021 (Published) DOI URL BibTeX

Empirical Inference Probabilistic Learning Group Conference Paper Algorithmic Recourse: from Counterfactual Explanations to Interventions Karimi, A., Schölkopf, B., Valera, I. FAccT ’21: Proceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency, 353-362, (Editors: Madeleine Clare Elish and William Isaac and Richard S. Zemel), ACM, New York, NY, ACM Conference on Fairness, Accountability, and Transparency (FAccT 2021), March 2021 (Published) DOI URL BibTeX

Empirical Inference Article An improved equation of state for air plasma simulations Träuble, F., Millmore, S. T., Nikiforakis, N. Physics of Fluids, 33(3):13, March 2021 (Published) DOI URL BibTeX

Haptic Intelligence Miscellaneous Bimanual Wrist-Squeezing Haptic Feedback Changes Speed-Force Tradeoff in Robotic Surgery Training Cao, E., Machaca, S., Bernard, T., Chi, A., Wolfinger, B., Patterson, Z., Adrales, G. L., Kuchenbecker, K. J. Short paper presented at the ACS Surgeons and Engineers: A Dialogue on Surgical Simulation meeting, March 2021 (Published) BibTeX

Haptic Intelligence Miscellaneous Evaluation of a Teleoperated Robotic Exercise Coach Mohan, M., Mat Husin, H., Kuchenbecker, K. J. Workshop paper (4 pages) presented at the HRI Workshop on Workshop YOUR study design! Participatory critique and refinement of participants’ studies, Virtual, March 2021 (Published) BibTeX

Haptic Intelligence Miscellaneous Evaluation of a Touch-Perceiving, Responsive Robot Koala for Children with Autism Burns, R. B., Seifi, H., Kuchenbecker, K. J. Workshop paper (4 pages) presented at the HRI Workshop on Workshop YOUR study design! Participatory critique and refinement of participants’ studies, Virtual, March 2021 (Published) BibTeX

Haptic Intelligence Article Finger Motion and Contact by a Second Finger Influence the Tactile Perception of Electrovibration Vardar, Y., Kuchenbecker, K. J. Journal of the Royal Society Interface, 18(176):20200783, March 2021 (Published) DOI BibTeX

Haptic Intelligence Miscellaneous Love, Actually? Robot Hugs, Oxytocin, and Cortisol Block, A. E., Kuchenbecker, S. Y., Lambercy, O., Gassert, R., Kuchenbecker, K. J. Workshop paper (5 pages) presented at the HRI Workshop on Workshop YOUR study design! Participatory critique and refinement of participants’ studies, March 2021 (Published) BibTeX

Dynamic Locomotion Conference Paper Viscous damping in legged locomotion Mo, A., Izzi, F., Haeufle, D. F. B., Badri-Spröwitz, A. In Integrative and Comparative Biology, 61(Supplement 1):E1203-E1204, Oxford University Press, Society for Integrative and Comparative Biology Annual Meeting (SICB Annual Meeting 2021), March 2021 DOI URL BibTeX

Perceiving Systems Article Weight bias and linguistic body representation in anorexia nervosa: Findings from the BodyTalk project Behrens, S. C., Meneguzzo, P., Favaro, A., Teufel, M., Skoda, E., Lindner, M., Walder, L., Quiros-Ramirez, M. A., Zipfel, S., Mohler, B., et al. European Eating Disorders Review, 29(2):204-215, Wiley, March 2021 (Published) on-line pdf DOI BibTeX

Autonomous Vision Article Learning Steering Kernels for Guided Depth Completion Liu, L., Liao, Y., Wang, Y., Geiger, A., Liu, Y. IEEE Transactions on Image Processing , 30:2850-2861, IEEE, February 2021 (Published) DOI BibTeX

Modern Magnetic Systems Micro, Nano, and Molecular Systems Article Transient increase of Tc and Jc in superconducting/metallic heterostructures Ionescu, A., Bihler, M., Simmendinger, J., Miksch, C., Fischer, P., Cristiani, G., Rabinovich, K., Schütz, G., Albrecht, J. Materials Chemistry and Physics, 263:124390, February 2021 DOI URL BibTeX

Micro, Nano, and Molecular Systems Ph.D. Thesis Advanced Diffusion Studies of Active Enzymes and Nanosystems Günther, J. Universität Stuttgart, Stuttgart (und Cuvillier Verlag, Göttingen), February 2021 (Published) URL BibTeX

Empirical Inference Conference Paper A Theory of Independent Mechanisms for Extrapolation in Generative Models Besserve, M., Sun, R., Janzing, D., Schölkopf, B. In Proceedings of the 35th AAAI Conference on Artificial Intelligence , 35(8):6741-6749, 35th AAAI Conference on Artificial Intelligence (AAAI 2021), February 2021 (Published) arXiv DOI URL BibTeX

Movement Generation and Control Article Efficient Multi-Contact Pattern Generation with Sequential Convex Approximations of the Centroidal Dynamics Ponton, B., Khadiv, M., Meduri, A., Righetti, L. IEEE Transactions on Robotics, 37(5):1661-1679, IEEE, February 2021 (Published) DOI URL BibTeX

Proceedings Jerk Control of Floating Base Systems With Contact-Stable Parameterized Force Feedback Gazar, A., Nava, G., Chavez, F. J. A., Pucci, D. IEEE Transactions on Robotics, (1)1-15, First, IEEE, February 2021 (Published) DOI URL BibTeX

Intelligent Control Systems Movement Generation and Control Probabilistic Numerics Empirical Inference Article Robot Learning with Crash Constraints Marco, A., Baumann, D., Khadiv, M., Hennig, P., Righetti, L., Trimpe, S. IEEE Robotics and Automation Letters, 6(2):1439-1446, IEEE, February 2021 (Published) DOI URL BibTeX

Micro, Nano, and Molecular Systems Article Tailoring Binding Abilities by Incorporating Oxophilic Transition Metals on 3D Nanostructured Ni Arrays for Accelerated Alkaline Hydrogen Evolution Reaction Kim, J., Jung, H., Jung, S., Hwang, J., Kim, D. Y., Lee, N., Kim, K., Kwon, H., Kim, Y., Han, J. W., et al. Journal of the American Chemical Society, 143(3):1399-1408, January 2021 DOI URL BibTeX

Micro, Nano, and Molecular Systems Article Comment on “Boosted molecular mobility during common chemical reactions” Günther, J., Fillbrook, L. L., MacDonald, T. S., Majer, G., Price, W. S., Fischer, P., Beves, J. E. Science, 371(6526):eabe8322, January 2021 DOI URL BibTeX

Perceiving Systems Conference Paper Enhancing Deep Semantic Segmentation of RGB-D Data with Entangled Forests Terreran, M., Bonetto, E., Ghidoni, S. 2020 25th International Conference on Pattern Recognition (ICPR 2020), 4634-4641, IEEE, Piscataway, NJ, 25th International Conference on Pattern Recognition (ICPR 2020), January 2021 (Published) DOI URL BibTeX

Robotic Materials Patent Hydraulically Amplified Self-Healing Electrostatic Transducers Harnessing Zipping Mechanism Keplinger, C. M., Acome, E. L., Kellaris, N. A., Mitchell, S. K., Morrissey, T. G. (US Patent 20210003149A1), January 2021 (Published) URL BibTeX