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


Empirical Inference Article SphereFace Revived: Unifying Hyperspherical Face Recognition Liu, W., Wen, Y., Raj, B., Singh, R., Weller, A. IEEE Transactions on Pattern Analysis and Machine Intelligence, 45(2):2458-2474, February 2023 (Published) DOI BibTeX

Empirical Inference Conference Paper Towards Empirical Process Theory for Vector-Valued Functions: Metric Entropy of Smooth Function Classes Park, J., Muandet, K. Proceedings of the 34th International Conference on Algorithmic Learning Theory (ALT), 201:1216-1260, Proceedings of Machine Learning Research, (Editors: Agrawal, Shipra and Orabona, Francesco), PMLR, February 2023 (Published) URL BibTeX

Empirical Inference Master Thesis Towards Generative Machine Teaching Qui, Z. Technical University of Munich, Germany, February 2023 (Published) BibTeX

Empirical Inference Article ViViT: Curvature Access Through The Generalized Gauss-Newton’s Low-Rank Structure Dangel*, F., Tatzel*, L., Hennig, P. Transactions on Machine Learning Research, February 2023, *equal contribution (Published) URL BibTeX

Social Foundations of Computation Conference Paper What Makes ImageNet Look Unlike LAION Shirali, A., Hardt, M. The Twelfth International Conference on Learning Representations (ICLR 2024), February 2023 (Submitted) arXiv URL BibTeX

Empirical Inference Article A machine learning route between band mapping and band structure Xian*, R. P., Stimper*, V., Zacharias, M., Dendzik, M., Dong, S., Beaulieu, S., Schölkopf, B., Wolf, M., Rettig, L., Carbogno, C., et al. Nature Computational Science, 3(1):101-114, January 2023, *equal contribution (Published) arXiv DOI BibTeX

Physics for Inference and Optimization Article Anomaly, reciprocity, and community detection in networks Safdari, H., Contisciani, M., De Bacco, C. Physical Review Research, 5, 033084, January 2023 (Published) Preprint Published version DOI BibTeX

Empirical Inference Master Thesis ArchiSound: Audio Generation with Diffusion Schneider, F. ETH Zurich, Switzerland, January 2023, external supervision (Published) BibTeX

Empirical Inference Article Audio Retrieval With Natural Language Queries: A Benchmark Study Koepke, A. S., Oncescu, A., Henriques, J. F., Akata, Z., Albanie, S. IEEE Transactions on Multimedia, 25:2675-2685, January 2023 (Published) DOI BibTeX

Rationality Enhancement Article Automatic discovery and description of human planning strategies Skirzynski, J., Jain, Y. R., Lieder, F. Behavior Research Methods, January 2023 (Published) DOI URL BibTeX

Social Foundations of Computation Article Difficult Lessons on Social Prediction from Wisconsin Public Schools Perdomo, J. C., Britton, T., Hardt, M., Abebe, R. Computing Research Repository (CoRR) , January 2023 (Published) arXiv URL BibTeX

Empirical Inference Master Thesis Generation and Quantification of Spin in Robot Table Tennis Dittrich, A. University of Stuttgart, Germany, January 2023 (Published) BibTeX

Empirical Inference Article Learning Dynamical Systems using Local Stability Priors Mehrjou, A., Iannelli, A., Schölkopf, B. Journal of Computational Dynamics, 10(1):175-198, January 2023, Special issue "Computation of Lyapunov functions and contraction metrics" (Published) DOI BibTeX

Empirical Inference Article Learning to Control Highly Accelerated Ballistic Movements on Muscular Robots Büchler, D., Calandra, R., Peters, J. Robotics and Autonomous Systems, 159, Elsevier, Amsterdam, January 2023 (Published) Arxiv Video DOI URL BibTeX

Materials Article Nanoscale bimetallic strip: Atomistic bending mechanisms of AuPd bimetallic nanowhiskers Bisht, A., Kalina, M., Suadiye, E., Richter, G., Rabkin, E. Acta Materialia, 243:118504, Elsevier Science, Kidlington, January 2023 (Published) DOI BibTeX

Autonomous Learning Haptic Intelligence Empirical Inference Article Predicting the Force Map of an ERT-Based Tactile Sensor Using Simulation and Deep Networks Lee, H., Sun, H., Park, H., Serhat, G., Javot, B., Martius, G., Kuchenbecker, K. J. IEEE Transactions on Automation Science and Engineering, 20(1):425-439, January 2023 (Published) DOI BibTeX

Empirical Inference Article Pyfectious: An individual-level simulator to discover optimal containment policies for epidemic diseases Mehrjou*, A., Soleymani*, A., Abyaneh, A., Bhatt, S., Schölkopf, B., Bauer, S. PLOS Computational Biology, 19(1):1-41, January 2023, *equal contribution (Published) DOI BibTeX

Empirical Inference Article Quantum machine learning beyond kernel methods Jerbi, S., Fiderer, L. J., Poulsen Nautrup, H., Kübler, J. M., Briegel, H. J., Dunjko, V. Nature Communications, 14(1), January 2023 (Published) DOI BibTeX

Software Workshop Article Resonant Kushi-comb-like multi-frequency radiation of oscillating two-color soliton molecules Melchert, O., Willms, S., Oreshnikov, I., Yulin, A., Morgner, U., Babushkin, I., Demircan, A. New Journal of Physics, 25, January 2023 (Published) DOI URL BibTeX

Haptic Intelligence Article The Utility of Synthetic Reflexes and Haptic Feedback for Upper-Limb Prostheses in a Dexterous Task Without Direct Vision Thomas, N., Fazlollahi, F., Kuchenbecker, K. J., Brown, J. D. IEEE Transactions on Neural Systems and Rehabilitation Engineering, 31:169-179, January 2023 (Published) DOI BibTeX

Modern Magnetic Systems Article 20 K H2 physisorption on metal−organic frameworks with enhanced dormancy compared to liquid hydrogen storage Park, J., Ha, J., Muhammad, R., Lee, H. K., Balderas-Xicohtencatl, R., Cheng, Y., Ramirez-Cuesta, A. J., Streppel, B., Hirscher, M., Moon, H. R., et al. ACS Applied Energy Materials, 6(18):9057-9064, American Chemical Society, Washington, DC, 2023 (Published) DOI BibTeX

Physical Intelligence Article 3D-printed micrometer-scale wireless magnetic cilia with metachronal programmability Zhang, S., Hu, X., Li, M., Bozuyuk, U., Zhang, R., Suadiye, E., Han, J., Wang, F., Onck, P., Sitti, M. Science Advances, 9(12), 2023 (Published) DOI URL BibTeX

Empirical Inference Article A Deterministic Approximation to Neural SDEs Look, A., Kandemir, M., Rakitsch, B., Peters, J. IEEE Transactions on Pattern Analysis and Machine Intelligence, 45(4):4023-4037, 2023 (Published) DOI BibTeX

Learning and Dynamical Systems Conference Paper A Dynamical Systems Perspective on Discrete Optimization Tong, G., Muehlebach, M. In Conference on Learning for Dynamics and Control, 211:1373-1386, PMLR, 2023 (Published) URL BibTeX

Physical Intelligence Article A ferroelectric/ferroelastic energy harvester: Load impedance and frequency effects Kang, W., Cain, C., Paynter, R., Huber, J. E. Energy Conversion and Management, 277, 2023 (Published) DOI URL BibTeX

Modern Magnetic Systems Article A squarate-pillared titanium oxide quantum sieve towards practical hydrogen isotope separation Yan, Q., Wang, J., Zhang, L., Liu, J., Wahiduzzaman, M., Yan, N., Yu, L., Dupuis, R., Wang, H., Maurin, G., et al. Nature Communications, 14:4189, Nature Publishing Group, London, 2023 (Published) DOI BibTeX

Physical Intelligence Article Acoustic Streaming-Induced Multimodal Locomotion of Bubble-Based Microrobots Mahkam, N., Aghakhani, A., Sheehan, D., Gardi, G., Katzschmann, R., Sitti, M. Advanced Science, 10(35):2304233, 2023 DOI BibTeX

Physical Intelligence Article Acoustic Trapping and Manipulation of Hollow Microparticles under Fluid Flow Using a Single-Lens Focused Ultrasound Transducer Wrede, P., Aghakhani, A., Bozuyuk, U., Yildiz, E., Sitti, M. ACS Applied Materials \& Interfaces, 15(45):52224-52236, 2023 DOI BibTeX

Physical Intelligence Article Active Tail Configurations for Enhanced Body Reorientation Performance Kim, H., Woodward, M. A., Sitti, M. Advanced Intelligent Systems, 5(2):2200219, 2023 (Published) DOI BibTeX

Physical Intelligence Article Actuation-enhanced multifunctional sensing and information recognition by magnetic artificial cilia arrays Han, J., Dong, X., Yin, Z., Zhang, S., Li, M., Zheng, Z., Ugurlu, M. C., Jiang, W., Liu, H., Sitti, M. Proceedings of the National Academy of Sciences, 120(42):e2308301120, 2023 DOI BibTeX

Empirical Inference Article Altered brain dynamics index levels of arousal in complete locked-in syndrome Zilio, F., Gomez-Pilar, J., Chaudhary, U., Fogel, S., Fomina, T., Synofzik, M., Schöls, L., Cao, S., Zhang, J., Huang, Z., et al. Communications Biology, 6(1), 2023 (Published) DOI BibTeX

Materials Article Atomic-resolution observations of silver segregation in a [111] tilt grain boundary in copper Langeohl, L., Brink, T., Richter, G., Dehm, G., Liebscher, C. H. Physical Review B, 107(13):134112, American Physical Society, Woodbury, NY, 2023 (Published) DOI BibTeX

Empirical Inference Article Avoiding Shortcut-Learning by Mutual Information Minimization in Deep Learning-Based Image Processing Fay, L., Cobos, E., Yang, B., Gatidis, S., Küstner, T. IEEE Access, 11:64070-64086, 2023 (Published) DOI BibTeX

Movement Generation and Control Empirical Inference Autonomous Motion Article BiConMP: A Nonlinear Model Predictive Control Framework for Whole Body Motion Planning Meduri, A., Shah, P., Viereck, J., Khadiv, M., Havoutis, I., Righetti, L. IEEE Transactions on Robotics, 39(2):905-922, IEEE, 2023 (Published) DOI URL BibTeX

Physical Intelligence Article Bio-inspired rotary flight of light-driven nanocomposite films Wang, D., Chen, Z., Li, M., Hou, Z., Zhan, C., Zheng, Q., Wang, D., Wang, X., Cheng, M., Hu, W., et al. 2023 DOI BibTeX

Robotic Materials Article Biodegradable Electrohydraulic Actuators for Sustainable Soft Robots Rumley, E. H., Preninger, D., Shagan-Shomron, A., Rothemund, P., Hartmann, F., Baumgartner, M., Kellaris, N., Stojanovic, A., Yoder, Z., Karrer, B., et al. Science Advances, 9(12), 2023, Ellen H. Rumley and David Preninger were co-first authors, and Christoph Keplinger and Martin Kaltenbrunner were shared corresponding authors. (Published) YouTube video DOI BibTeX

Physical Intelligence Article Bioinspired microstructured adhesives with facile and fast switchability for part manipulation in dry and wet conditions Pang, C., Kim, J., Wu, Y., Wang, M. Y., Yu, H., Sitti, M. Advanced Functional Materials, 33(38):2303116, 2023 (Published) DOI BibTeX

Physical Intelligence Article Bioinspired rotary flight of light-driven composite films Wang, D., Chen, Z., Li, M., Hou, Z., Zhan, C., Zheng, Q., Wang, D., Wang, X., Cheng, M., Hu, W., et al. Nature Communications, 14(1):5070, 2023 DOI BibTeX

Physical Intelligence Article Bioinspired self-assembled colloidal collectives drifting in three dimensions underwater Sun, M., Yang, S., Jiang, J., Jiang, S., Sitti, M., Zhang, L. Science Advances, 9(45):eadj4201, 2023 DOI BibTeX

Micro, Nano, and Molecular Systems Article Biomolecular actuators for genetically selective acoustic manipulation of cells Wu, D., Baresch, D., Cook, C., Ma, Z., Duan, M., Malounda, D., Maresca, D., Abundo, M. P., Lee, J., Shivaei, S., et al. Science Advances, 9(8):eadd9186, AAAS, Washington, 2023 (Published) DOI URL BibTeX

Empirical Inference Miscellaneous Borges und die Künstliche Intelligenz Bottou, L., Schölkopf, B. 2023, published in Frankfurter Allgemeine Zeitung, 18 December 2023, Nr. 294 (Published) PDF BibTeX

Physical Intelligence Article Broad-Wavelength Light-Driven High-Speed Hybrid Crystal Actuators Actuated Inside Tissue-Like Phantoms Kim, D. W., Hagiwara, Y., Hasebe, S., Dogan, N. O., Zhang, M., Asahi, T., Koshima, H., Sitti, M. Advanced Functional Materials, 33(47):2305916, 2023 DOI BibTeX

Physical Intelligence Article Cholesteric Liquid Crystal Polymeric Coatings for Colorful Artificial Muscles and Motile Humidity Sensor Skin Integrated with Magnetic Composites Feng, W., Pal, A., Wang, T., Ren, Z., Yan, Y., Lu, Y., Yang, H., Sitti, M. Advanced Functional Materials, 33(23), 2023 (Published) DOI URL BibTeX

Embodied Vision Conference Paper Context-Conditional Navigation with a Learning-Based Terrain- and Robot-Aware Dynamics Model Guttikonda, S., Achterhold, J., Li, H., Boedecker, J., Stueckler, J. In Proceedings of the European Conference on Mobile Robots (ECMR), 2023 (Published) preprint code DOI URL BibTeX