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 Conference Paper VERA: Explainable Video Anomaly Detection via Verbalized Learning of Vision-Language Models Ye, M., Liu, W., He, P. In IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 8679-8688, June 2025 (Published) DOI BibTeX

Haptic Intelligence Robotic Materials Article Wearable Electrohydraulic Actuation for Salient Full-Fingertip Haptic Feedback Shao, Y., Shagan Shomron, A., Javot, B., Keplinger, C., Kuchenbecker, K. J. Advanced Materials Technologies, 10(12):2401525, June 2025, Yitian Shao and Alona Shagan Shomron contributed equally to this publication. This article was selected for the front cover. https://doi.org/10.1002/admt.202570062 (Published) DOI BibTeX

Empirical Inference Perceiving Systems Conference Paper ChatHuman: Chatting about 3D Humans with Tools Lin, J., Feng, Y., Liu, W., Black, M. J. In IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 8150-8161, June 2025 (Published) project pdf Paper DOI BibTeX

Perceiving Systems Conference Paper InteractVLM: 3D Interaction Reasoning from 2D Foundational Models Dwivedi, S. K., Antić, D., Tripathi, S., Taheri, O., Schmid, C., Black, M. J., Tzionas, D. In IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 22605-22615, June 2025 (Published) Project Paper Code Video BibTeX

Perceiving Systems Conference Paper PromptHMR: Promptable Human Mesh Recovery Wang, Y., Sun, Y., Patel, P., Daniilidis, K., Black, M. J., Kocabas, M. In IEEE/CVF Conf. on Computer Vision and Pattern Recognition (CVPR), June 2025 (Published) arXiv project video BibTeX

Empirical Inference Conference Paper Accuracy on the wrong line: On the pitfalls of noisy data for out-of-distribution generalisation Sanyal, A., Hu, Y., Yu, Y., Ma, Y., Wang, Y., Schölkopf, B. Proceedings of the 28th International Conference on Artificial Intelligence and Statistics (AISTATS), 258:2170-2178, Proceedings of Machine Learning Research, (Editors: Li, Yingzhen and Mandt, Stephan and Agrawal, Shipra and Khan, Emtiyaz), PMLR, May 2025 (Published) URL BibTeX

Haptic Intelligence Article Comparing Puncture-Detection Approaches for Manual Needle Insertions Through the Parietal Pleura L’Orsa, R., Zareinia, K., Sutherland, G. R., Westwick, D., Kuchenbecker, K. J. IEEE Transactions on Medical Robotics and Bionics, 7(2):455-468, May 2025 (Published) DOI BibTeX

Haptic Intelligence Article Enhancing Needle Puncture Detection Using High-Pass Filtering and Diffuse Reflectance L’Orsa, R., Bisht, A., Yu, L., Murari, K., Sutherland, G. R., Westwick, D. T., Kuchenbecker, K. J. Frontiers in Robotics and AI, 12(1429327):1-16, May 2025 (Published) DOI BibTeX

Haptic Intelligence Optics and Sensing Laboratory Miscellaneous Open-Source Multi-Viewpoint Surgical Telerobotics Caccianiga, G., Sharon, Y., Javot, B., Polikovsky, S., Ergün, G., Capobianco, I., Mihaljevic, A. L., Deguet, A., Kuchenbecker, K. J. Extended abstract (2 pages) presented at the ICRA Workshop on Robot-Assisted Medical Imaging (ICRA-RAMI), Atlanta, USA, May 2025 (Published) URL BibTeX

Social Foundations of Computation Conference Paper To Give or Not to Give? The Impacts of Strategically Withheld Recourse Chen, Y., Estornell, A., Vorobeychik, Y., Liu, Y. In Proceedings of the 28th International Conference on Artificial Intelligence and Statistics (AISTAS), PMLR, The Twenty-Eight International Conference on Artificial Intelligence and Statistics (AISTATS), May 2025 (Published) arXiv URL BibTeX

Empirical Inference Conference Paper Training Neural Samplers with Reverse Diffusive KL Divergence He*, J., Chen*, W., Zhang*, M., Barber, D., Hernández-Lobato, J. M. Proceedings of the 28th International Conference on Artificial Intelligence and Statistics (AISTATS), 258:5167-5175, Proceedings of Machine Learning Research, (Editors: Li, Yingzhen and Mandt, Stephan and Agrawal, Shipra and Khan, Emtiyaz), PMLR, May 2025, *equal contribution (Published) URL BibTeX

Haptic Intelligence Embodied Vision Robotics Conference Paper Visuo-Tactile Object Pose Estimation for a Multi-Finger Robot Hand with Low-Resolution In-Hand Tactile Sensing Mack, L., Grüninger, F., Richardson, B. A., Lendway, R., Kuchenbecker, K. J., Stueckler, J. In Proceedings of the IEEE International Conference on Robotics and Automation (ICRA), Atlanta, USA, May 2025 (Published) URL BibTeX

Empirical Inference Conference Paper Your Finetuned Large Language Model is Already a Powerful Out-of-distribution Detector Zhang, A., Xiao, T. Z., Liu, W., Bamler, R., Wischik, D. Proceedings of the 28th International Conference on Artificial Intelligence and Statistics (AISTATS), 258:2701-2709, Proceedings of Machine Learning Research, (Editors: Li, Yingzhen and Mandt, Stephan and Agrawal, Shipra and Khan, Emtiyaz), PMLR, May 2025 (Published) URL BibTeX

Robotics Article ARIADNE: A Wearable Platform for Evaluating Vibrotactile Motion Guidance Rokhmanova, N., Martus, J., Faulkner, R., Fiene, J., Kuchenbecker, K. J. Device, May 2025 (Accepted) BibTeX

Autonomous Learning Miscellaneous Emergence of natural and robust bipedal walking by learning from biologically plausible objectives Schumacher, P., Geijtenbeek, T., Caggiano, V., Kumar, V., Schmitt, S., Martius, G., Haeufle, D. F. iScience, 28(4):112203, April 2025 (Published) DOI URL BibTeX

Physical Intelligence Article Navigating microalgal biohybrids through confinements with magnetic guidance Akolpoglu, M. B., Baltaci, S. F., Bozuyuk, U., Karaz, S., Sitti, M. Matter, 8:102052, April 2025 (Published) DOI URL BibTeX

Haptic Intelligence Miscellaneous A Method for Single-Input Sequencing of Hyperelastic Balloons Gertler, I., Kuchenbecker, K. J. Extended abstract (3 pages) presented at the IEEE-RAS International Conference on Soft Robotics (RoboSoft), Lausanne, Switzerland, April 2025 (Published) BibTeX

Empirical Inference Autonomous Learning Conference Paper Advancing Out-of-Distribution Detection via Local Neuroplasticity Canevaro, A., Schmidt, J., Marvi, M. S., Yu, H., Martius, G., Jordan, J. The Thirteenth International Conference on Learning Representations (ICLR), April 2025 (Published) arXiv BibTeX

Haptic Intelligence Robotics Miscellaneous Bio-Inspired Gradient (BIG) Whiskers: Stiffness-Shifting Structures Provide Dynamic Functional Benefits for Contact Sensing Schulz, A. K., Andrussow, I., Farsijani, F., Faulkner, R., Kuchenbecker, K. J. Extended abstract (3 pages) presented at the IEEE-RAS International Conference on Soft Robotics (RoboSoft), Lausanne, Switzerland, April 2025 (Published) BibTeX

Empirical Inference Perceiving Systems Conference Paper Can Large Language Models Understand Symbolic Graphics Programs? Qiu, Z., Liu, W., Feng, H., Liu, Z., Xiao, T. Z., Collins, K. M., Tenenbaum, J. B., Weller, A., Black, M. J., Schölkopf, B. The Thirteenth International Conference on Learning Representations (ICLR), April 2025 (Published) arXiv Paper BibTeX

Empirical Inference Conference Paper Compositional simulation-based inference for time series Gloeckler*, M., Toyota*, S., Fukumizu, K., Macke, J. H. The Thirteenth International Conference on Learning Representations (ICLR), April 2025 (Published) arXiv BibTeX

Empirical Inference Learning and Dynamical Systems Conference Paper Conformal Generative Modeling with Improved Sample Efficiency through Sequential Greedy Filtering Kladny, K., Schölkopf, B., Muehlebach, M. The Thirteenth International Conference on Learning Representations (ICLR), April 2025 (Published) arXiv URL BibTeX

Empirical Inference Robust Machine Learning Conference Paper Cross-Entropy Is All You Need to Invert the Data Generating Process Reizinger*, P., Bizeul*, A., Juhos*, A., Vogt, J. E., Balestriero, R., Brendel, W., Klindt, D. The Thirteenth International Conference on Learning Representations (ICLR), April 2025, *Joint first authorship (Published) arXiv BibTeX

Empirical Inference Conference Paper Differential private steering for Large language model alignment Goel, A., Hu, Y., Gurevych, I., Sanyal, A. The Thirteenth International Conference on Learning Representations (ICLR), April 2025 (Published) arXiv BibTeX

Empirical Inference Perceiving Systems Conference Paper Efficient Diversity-Preserving Diffusion Alignment via Gradient-Informed GFlowNets Liu, Z., Xiao, T. Z., Liu, W., Bengio, Y., Zhang, D. The Thirteenth International Conference on Learning Representations (ICLR), April 2025 (Published) arXiv BibTeX

Empirical Inference Robust Machine Learning Conference Paper Identifiable Exchangeable Mechanisms for Causal Structure and Representation Learning Reizinger, P., Guo, S., Huszár, F., Schölkopf, B., Brendel, W. The Thirteenth International Conference on Learning Representations (ICLR), April 2025 (Published) arXiv BibTeX

Empirical Inference Conference Paper Improving Probabilistic Diffusion Models With Optimal Covariance Matching Ou*, Z., Zhang*, M., Zhang, A., Xiao, T. Z., Li, Y., Barber, D. The Thirteenth International Conference on Learning Representations (ICLR), April 2025, *equal contribution (Published) arXiv BibTeX

Empirical Inference Conference Paper Influence Functions for Scalable Data Attribution in Diffusion Models Mlodozeniec, B. K., Eschenhagen, R., Bae, J., Immer, A., Krueger, D., Turner, R. E. The Thirteenth International Conference on Learning Representations (ICLR), April 2025 (Published) arXiv BibTeX

Empirical Inference Robust Machine Learning Conference Paper Interaction Asymmetry: A General Principle for Learning Composable Abstractions Brady, J., von Kügelgen, J., Lachapelle, S., Buchholz, S., Kipf*, T., Brendel*, W. The Thirteenth International Conference on Learning Representations (ICLR), April 2025, *joint senior author (Published) arXiv BibTeX

Empirical Inference Conference Paper Language Model Alignment in Multilingual Trolley Problems Jin, Z., Kleiman-Weiner, M., Piatti, G., Levine, S., Liu, J., Gonzalez, F., Ortu, F., Strausz, A., Sachan, M., Mihalcea, R., et al. The Thirteenth International Conference on Learning Representations (ICLR), April 2025 (Published) arXiv BibTeX

Empirical Inference Autonomous Learning Conference Paper On the Transfer of Object-Centric Representation Learning Didolkar, A. R., Zadaianchuk, A., Goyal, A., Mozer, M. C., Bengio, Y., Martius*, G., Seitzer*, M. The Thirteenth International Conference on Learning Representations (ICLR), April 2025, *equal contribution (Published) URL BibTeX

Empirical Inference Conference Paper Preference Elicitation for Offline Reinforcement Learning Pace, A., Schölkopf, B., Rätsch, G., Ramponi, G. The Thirteenth International Conference on Learning Representations (ICLR), April 2025 (Published) arXiv BibTeX

Empirical Inference Conference Paper Standardizing Structural Causal Models Ormaniec*, W., Sussex*, S., Lorch*, L., Schölkopf, B., Krause, A. The Thirteenth International Conference on Learning Representations (ICLR), April 2025, *equal contribution (Published) arXiv BibTeX

Empirical Inference Conference Paper The Directionality of Optimization Trajectories in Neural Networks Singh, S. P., He, B., Hofmann, T., Schölkopf, B. The Thirteenth International Conference on Learning Representations (ICLR), April 2025 (Published) URL BibTeX

Empirical Inference Conference Paper What Does It Mean to Be a Transformer? Insights from a Theoretical Hessian Analysis Ormaniec, W., Dangel, F., Singh, S. P. The Thirteenth International Conference on Learning Representations (ICLR), April 2025 (Published) arXiv BibTeX

Empirical Inference Conference Paper Why AI Is WEIRD and Should Not Be This Way: Towards AI For Everyone, With Everyone, By Everyone Mihalcea*, R., Ignat*, O., Bai, L., Borah, A., Chiruzzo, L., Jin, Z., Kwizera, C., Nwatu, J., Poria, S., Solorio, T. The Thirty-Nineth AAAI Conference on Artificial Intelligence, AAAI 2025 (Senior Member Presentation Track), (27)28657-28670, (Editors: Toby Walsh, Julie Shah, Zico Kolter ), AAAI Press, April 2025, *equal contribution (Published) arXiv DOI URL BibTeX

Empirical Inference Conference Paper MathGAP: Out-of-Distribution Evaluation on Problems with Arbitrarily Complex Proofs Opedal*, A., Shirakami*, H., Schölkopf, B., Saparov, A., Sachan, M. The Thirteenth International Conference on Learning Representations (ICLR), April 2025, *equal contribution (Published) arXiv BibTeX

Robotic Materials Article A robotic and virtual testing platform highlighting the promise of soft wearable actuators for wrist tremor suppression Shagan Shomron, A., Chase-Markopoulou, C., Walter, J. R., Sellhorn-Timm, J., Shao, Y., Nadler, T., Benson, A., Wochner, I., Rumley, E. H., Wurster, I., et al. Device, 3:100719, March 2025 (Published) Press release Video (overview) Video (technical description) Article in pdf DOI URL BibTeX

Haptic Intelligence Miscellaneous Error-State Extended Kalman Filter Sensor Fusion for Tracking Collaborating Humans Hudhud Mughrabi, M., Allemang–Trivalle, A., Kuchenbecker, K. J. Extended abstract (3 pages) presented at the German Robotics Conference (GRC), Nuremberg, Germany, March 2025 (Published) BibTeX

Perceiving Systems Conference Paper Gaussian Garments: Reconstructing Simulation-Ready Clothing with Photo-Realistic Appearance from Multi-View Video Rong, B., Grigorev, A., Wang, W., Black, M. J., Thomaszewski, B., Tsalicoglou, C., Hilliges, O. In International Conference on 3D Vision (3DV), International Conference on 3D Vision, March 2025 (Published) arXiv project video URL BibTeX

Haptic Intelligence Miscellaneous Haptify: A Measurement System for Benchmarking Grounded Force-Feedback Devices Fazlollahi, F., Kuchenbecker, K. J. Extended abstract (3 pages) presented at the German Robotics Conference (GRC), Nuremberg, Germany , March 2025 (Published) BibTeX

Empirical Inference Ph.D. Thesis Learning to Generalize Across Distribution Shifts Träuble, F. J. University of Tübingen, Germany, March 2025, (IMPRS-PhD-Fellowship-Program and ELLIS-PhD-Fellowship-Program) (Published) BibTeX

Haptic Intelligence Conference Paper My Robot, My Motion: Expressive Real-Time Teleoperation Mohan, M., Kuchenbecker, K. J. In Companion of the ACM/IEEE International Conference on Human-Robot Interaction (HRI), Hands-on demonstration presented at the ACM/IEEE International Conference on Human-Robot Interaction (HRI), Melbourne, Australia, March 2025 (Published) BibTeX

Empirical Inference Article Real-time inference for binary neutron star mergers using machine learning Dax, M., Green, S. R., Gair, J., Gupte, N., Pürrer, M., Raymond, V., Wildberger, J., Macke, J. H., Buonanno, A., Schölkopf, B. Nature, 639(8053):49-53, March 2025 (Published) DOI URL BibTeX

Perceiving Systems Conference Paper CameraHMR: Aligning People with Perspective Patel, P., Black, M. J. In International Conference on 3D Vision (3DV), International Conference on 3D Vision, March 2025 (Published) arXiv project BibTeX

Perceiving Systems Conference Paper CHOIR: A Versatile and Differentiable Hand-Object Interaction Representation Morales, T., Taheri, O., Lacey, G. In Winter Conference on Applications of Computer Vision (WACV), February 2025 (Published) GitHub Paper URL BibTeX