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 Socially Responsible Machine Learning: A Causal Perspective Moraffah, R., Karimi, A., Raglin, A., Liu, H. Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, :5819-5820, Association for Computing Machinery, August 2023 (Published) DOI BibTeX

Perceiving Systems Conference Paper Synthesizing Physical Character-scene Interactions Hassan, M., Guo, Y., Wang, T., Black, M. J., Fidler, S., Bin Peng, X. In ACM SIGGRAPH 2023 Conference Proceedings, SIGGRAPH, August 2023 (Published) video arXiv ACM paper pdf BibTeX

Haptic Intelligence Miscellaneous The Role of Kinematics Estimation Accuracy in Learning with Wearable Haptics Rokhmanova, N., Pearl, O., Kuchenbecker, K. J., Halilaj, E. Abstract (1 page) presented at the American Society of Biomechanics Annual Meeting (ASB), Knoxville, USA, August 2023 (Published) BibTeX

Empirical Inference Conference Paper USIM-DAL: Uncertainty-aware Statistical Image Modeling-based Dense Active Learning for Super-resolution Rangnekar, V., Upadhyay, U., Akata, Z., Banerjee, B. Proceedings of the Thirty-Ninth Conference on Uncertainty in Artificial Intelligence (UAI), 216:1707-1717, Proceedings of Machine Learning Research, (Editors: Evans, Robin J. and Shpitser, Ilya), PMLR, August 2023 (Published) URL BibTeX

Haptic Intelligence Conference Paper Wear Your Heart on Your Sleeve: Users Prefer Robots with Emotional Reactions to Touch and Ambient Moods Burns, R. B., Ojo, F., Kuchenbecker, K. J. In Proceedings of the IEEE International Symposium on Robot and Human Interactive Communication (RO-MAN), :1914-1921, Busan, South Korea, August 2023 (Published) DOI URL BibTeX

Perceiving Systems Article BARC: Breed-Augmented Regression Using Classification for 3D Dog Reconstruction from Images Rueegg, N., Zuffi, S., Schindler, K., Black, M. J. Int. J. of Comp. Vis. (IJCV), 131(8):1964–1979, August 2023 (Published) On-line DOI URL BibTeX

Organizational Leadership and Diversity Conference Paper Unlearning the bias: An agent-based simulation for increasing diversere presentation through leadership emergence Smith, A., Heuschkel, S., Keplinger, K., Wu, C. In Proceedings of the 45th Annual Conference of the Cognitive Science Society, :https://escholarship.org/uc/item/5mq9v0rm, Sydney, Australia, Proceedings of the 45th Annual Conference of the Cognitive Science Society, July 2023 (Published) DOI URL BibTeX

Autonomous Learning Article Offline Diversity Maximization under Imitation Constraints Marin, V., Jin, C., Martius, G., Kolev, P. Reinforcement Learning Journal, Offline Diversity Maximization under Imitation Constraints, 3:1377-1409, July 2023 (Published) Website DOI URL BibTeX

Empirical Inference Conference Paper A Causal Framework to Quantify the Robustness of Mathematical Reasoning with Language Models Stolfo, A., Jin, Z., Shridhar, K., Schölkopf, B., Sachan, M. Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (ACL), Volume 1: Long Papers:545-561, (Editors: Rogers, A. and Boyd-Graber, J. L. and Okazaki, N.), Association for Computational Linguistics, July 2023 (Published) DOI BibTeX

Robotic Materials Article A Multifunctional Soft Robotic Shape Display with High-speed Actuation, Sensing, and Control Johnson, B. K., Naris, M., Sundaram, V., Volchko, A., Ly, K., Mitchell, S. K., Acome, E., Kellaris, N., Keplinger, C., Correll, N., et al. Nature Communications, 14(1), July 2023 (Published) YouTube video DOI URL BibTeX

Empirical Inference Article A network approach to atomic spectra Wellnitz, D., Kekić, A., Heiss, J., Gertz, M., Weidemüller, M., Spitz, A. Journal of Physics: Complexity, 4(3), July 2023 (Published) DOI BibTeX

Social Foundations of Computation Conference Paper AI and the EU Digital Markets Act: Addressing the Risks of Bigness in Generative AI Yasar, A. G., Chong, A., Dong, E., Gilbert, T. K., Hladikova, S., Maio, R., Mougan, C., Shen, X., Singh, S., Stoica, A., et al. Proceedings of the 40th International Conference on Machine Learning (ICML 2023), PMLR, The Forty International Conference on Machine Learning (ICML), July 2023, Accepted (Accepted) arXiv URL BibTeX

Empirical Inference Conference Paper Adversarial robustness of amortized Bayesian inference Glöckler, M., Deistler, M., Macke, J. H. Proceedings of 40th International Conference on Machine Learning (ICML) , 202:11493-11524, Proceedings of Machine Learning Research, (Editors: A. Krause, E. Brunskill, K. Cho, B. Engelhardt, S. Sabato and J. Scarlett), PMLR, July 2023 (Published) URL BibTeX

Haptic Intelligence Miscellaneous AiroTouch: Naturalistic Vibrotactile Feedback for Telerobotic Construction Gong, Y., Javot, B., Lauer, A. P. R., Sawodny, O., Kuchenbecker, K. J. Hands-on demonstration presented at the IEEE World Haptics Conference (WHC), Delft, The Netherlands, July 2023 (Published) BibTeX

Social Foundations of Computation Algorithms and Society Conference Paper Algorithmic Collective Action in Machine Learning Hardt, M., Mazumdar, E., Mendler-Dünner, C., Zrnic, T. In Proceedings of the 40th International Conference on Machine Learning (ICML 2023), PMLR, The Forty International Conference on Machine Learning (ICML), July 2023 (Published) URL BibTeX

Physics for Inference and Optimization Article Bilevel Optimization for Traffic Mitigation in Optimal Transport Networks Lonardi, A., De Bacco, C. Physical Review Letter, 131:267401, December 2023 (Published) Preprint Code Paper DOI URL BibTeX

Haptic Intelligence Miscellaneous Can Recording Expert Demonstrations with Tool Vibrations Facilitate Teaching of Manual Skills? Gourishetti, R., Javot, B., Kuchenbecker, K. J. Work-in-progress paper (1 page) presented at the IEEE World Haptics Conference (WHC), Delft, The Netherlands, July 2023 (Published) BibTeX

Haptic Intelligence Miscellaneous Capturing Rich Auditory-Haptic Contact Data for Surface Recognition Khojasteh, B., Shao, Y., Kuchenbecker, K. J. Work-in-progress paper (1 page) presented at the IEEE World Haptics Conference (WHC), Delft, The Netherlands, July 2023 (Published) BibTeX

Empirical Inference Article Catastrophic overfitting can be induced with discriminative non-robust features Ortiz-Jimenez*, G., de Jorge*, P., Sanyal, A., Bibi, A., Dokania, P. K., Frossard, P., Rogez, G., Torr, P. Transactions on Machine Learning Research , July 2023, *equal contribution (Published) PDF Code URL BibTeX

Empirical Inference Conference Paper Certifying Ensembles: A General Certification Theory with S-Lipschitzness Petrov, A., Eiras, F., Sanyal, A., Torr, P., Bibi, A. Proceedings of the 40th International Conference on Machine Learning (ICML), 202:27709-27736, Proceedings of Machine Learning Research, (Editors: A. Krause, E. Brunskill, K. Cho, B. Engelhardt, S. Sabato and J. Scarlett), PMLR, July 2023 (Published) arXiv URL BibTeX

Empirical Inference Article Comparing Apples with Apples: Robust Detection Limits for Exoplanet High-contrast Imaging in the Presence of Non-Gaussian Noise Bonse, M. J., Garvin, E. O., Gebhard, T. D., Dannert, F. A., Cantalloube, F., Cugno, G., Absil, O., Hayoz, J., Milli, J., Kasper, M., et al. The American Astronomical Society, 166(2), July 2023 (Published) DOI BibTeX

Haptic Intelligence Miscellaneous Creating a Haptic Empathetic Robot Animal for Children with Autism Burns, R. B. Workshop paper (4 pages) presented at the RSS Pioneers Workshop, Daegu, South Korea, July 2023 (Published) URL BibTeX

Empirical Inference Robust Machine Learning Conference Paper Desiderata for Representation Learning from Identifiability, Disentanglement, and Group-Structuredness Keurti, H., Reizinger, P., Schölkopf, B., Brendel, W. 2nd Annual Topology, Algebra, and Geometry in Machine Learning (TAG) at ICML 2023, July 2023 (Published) URL BibTeX

Empirical Inference Article Dexterous robotic manipulation using deep reinforcement learning and knowledge transfer for complex sparse reward-based tasks Wang, Q., Sanchez, F. R., McCarthy, R., Bulens, D. C., McGuinness, K., O’Connor, N., Wüthrich, M., Widmaier, F., Bauer, S., Redmond, S. J. Expert Systems, 40(6), July 2023 (Published) DOI URL BibTeX

Empirical Inference Conference Paper Diffusion Based Representation Learning Mittal*, S., Abstreiter*, K., Bauer, S., Schölkopf, B., Mehrjou, A. Proceedings of the 40th International Conference on Machine Learning (ICML), 202:24963-24982, Proceedings of Machine Learning Research, (Editors: A. Krause, E. Brunskill, K. Cho, B. Engelhardt, S. Sabato and J. Scarlett), PMLR, July 2023, *equal contribution (Published) URL BibTeX

Empirical Inference Conference Paper Discrete Key-Value Bottleneck Träuble, F., Goyal, A., Rahaman, N., Mozer, M. C., Kawaguchi, K., Bengio, Y., Schölkopf, B. Proceedings of the 40th International Conference on Machine Learning (ICML) , 202:34431-34455, Proceedings of Machine Learning Research, (Editors: A. Krause, E. Brunskill, K. Cho, B. Engelhardt, S. Sabato and J. Scarlett), PMLR, July 2023 (Published) URL BibTeX

Empirical Inference Conference Paper Efficient Semiring-Weighted Earley Parsing Opedal, A., Zmigrod, R., Vieira, T., Cotterell, R., Eisner, J. Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (ACL), 1:3687-3713, (Editors: Anna Rogers, Jordan L. Boyd-Graber and Naoaki Okazaki), Association for Computational Linguistics, July 2023 (Published) URL BibTeX

Empirical Inference Conference Paper Estimation Beyond Data Reweighting: Kernel Method of Moments Kremer, H., Nemmour, Y., Schölkopf, B., Zhu, J. Proceedings of the 40th International Conference on Machine Learning (ICML), 202:17745-17783, Proceedings of Machine Learning Research, (Editors: A. Krause, E. Brunskill, K. Cho, B. Engelhardt, S. Sabato and J. Scarlett), PMLR, July 2023 (Published) URL BibTeX

Empirical Inference Conference Paper Flow Matching for Scalable Simulation-Based Inference Wildberger*, J. B., Dax*, M., Buchholz*, S., Green, S. R., Macke, J. H., Schölkopf, B. ICML 2023 Workshop on Structured Probabilistic Inference & Generative Modeling, July 2023, *equal contribution (Published) URL BibTeX

Empirical Inference Optics and Sensing Laboratory Software Workshop Conference Paper Glare Removal for Astronomical Images with High Local Dynamic Range Bastelaer, M., Kremer, H., Volchkov, V., Passy, J., Schölkopf, B. IEEE International Conference on Computational Photography (ICCP), :1-11, IEEE, July 2023 (Published) DOI BibTeX

Empirical Inference Conference Paper Hindsight States: Blending Sim and Real Task Elements for Efficient Reinforcement Learning Guist, S., Schneider, J., Dittrich, A., Berenz, V., Schölkopf, B., Büchler, D. Robotics: Science and Systems XIX, July 2023 (Published) Project Page DOI URL BibTeX

Empirical Inference Conference Paper Homomorphism AutoEncoder — Learning Group Structured Representations from Observed Transitions Keurti, H., Pan, H., Besserve, M., Grewe, B. F., Schölkopf, B. Proceedings of the 40th International Conference on Machine Learning (ICML), 202:16190-16215, Proceedings of Machine Learning Research, (Editors: A. Krause, E. Brunskill, K. Cho, B. Engelhardt, S. Sabato and J. Scarlett), PMLR, July 2023 (Published) arXiv URL BibTeX

Haptic Intelligence Miscellaneous Improving Haptic Rendering Quality by Measuring and Compensating for Undesired Forces Fazlollahi, F., Taghizadeh, Z., Kuchenbecker, K. J. Work-in-progress paper (1 page) presented at the IEEE World Haptics Conference (WHC), Delft, The Netherlands, July 2023 (Published) BibTeX

Physics for Inference and Optimization Article Latent Network Models to Account for Noisy, Multiply-Reported Social Network Data. De Bacco, C., Contisciani, M., Cardoso-Silva, J., Safdari, H., Theuerkauf, D. B., Sweet, T., Young, J., Koster, J., Ross, C. T., McElreath, R., et al. Journal of the Royal Statistical Society: Series A, 186(3):355-375, July 2023 (Published) Code Preprint DOI URL BibTeX

Empirical Inference Ph.D. Thesis Learning and Testing Powerful Hypotheses Kübler, J. M. University of Tübingen, Germany, July 2023 (Published) BibTeX

Empirical Inference Conference Paper Membership Inference Attacks against Language Models via Neighbourhood Comparison Mattern, J., Mireshghallah, F., Jin, Z., Schölkopf, B., Sachan, M., Berg-Kirkpatrick, T. Findings of the Association for Computational Linguistics (ACL), :11330-11343, (Editors: Rogers, A. and Boyd-Graber, J. L. and Okazaki, N.), Association for Computational Linguistics, July 2023 (Published) DOI BibTeX

Haptic Intelligence Intelligent Control Systems Miscellaneous Multimodal Multi-User Surface Recognition with the Kernel Two-Sample Test: Code Khojasteh, B., Solowjow, F., Trimpe, S., Kuchenbecker, K. J. Code published as a companion to the journal article "Multimodal Multi-User Surface Recognition with the Kernel Two-Sample Test" in IEEE Transactions on Automation Science and Engineering, July 2023 (Published) DOI BibTeX

Haptic Intelligence Conference Paper Naturalistic Vibrotactile Feedback Could Facilitate Telerobotic Assembly on Construction Sites Gong, Y., Javot, B., Lauer, A. P. R., Sawodny, O., Kuchenbecker, K. J. In Proceedings of the IEEE World Haptics Conference (WHC), :169-175, Delft, The Netherlands, July 2023 (Published) DOI BibTeX

Empirical Inference Conference Paper On Data Manifolds Entailed by Structural Causal Models Dominguez-Olmedo, R., Karimi, A., Arvanitidis, G., Schölkopf, B. Proceedings of the 40th International Conference on Machine Learning (ICML), 202:8188-8201, Proceedings of Machine Learning Research, (Editors: A. Krause, E. Brunskill, K. Cho, B. Engelhardt, S. Sabato and J. Scarlett), PMLR, July 2023 (Published) URL BibTeX

Empirical Inference Conference Paper On the Identifiability and Estimation of Causal Location-Scale Noise Models Immer, A., Schultheiss, C., Vogt, J. E., Schölkopf, B., Bühlmann, P., Marx, A. Proceedings of the 40th International Conference on Machine Learning (ICML), 202:14316-14332, Proceedings of Machine Learning Research, (Editors: A. Krause, E. Brunskill, K. Cho, B. Engelhardt, S. Sabato and J. Scarlett), PMLR, July 2023 (Published) URL BibTeX

Empirical Inference Conference Paper On the Relationship Between Explanation and Prediction: A Causal View Karimi, A., Muandet, K., Kornblith, S., Schölkopf, B., Kim, B. Proceedings of the 40th International Conference on Machine Learning (ICML), 202:15861-15883, Proceedings of Machine Learning Research, (Editors: A. Krause, E. Brunskill, K. Cho, B. Engelhardt, S. Sabato and J. Scarlett), PMLR, July 2023 (Published) URL BibTeX

Empirical Inference Robust Machine Learning Conference Paper Provably Learning Object-Centric Representations Brady*, J., Zimmermann*, R. S., Sharma, Y., Schölkopf, B., von Kügelen, J., Brendel, W. Proceedings of the 40th International Conference on Machine Learning (ICML), 202:3038-3062, Proceedings of Machine Learning Research, (Editors: A. Krause, E. Brunskill, K. Cho, B. Engelhardt, S. Sabato and J. Scarlett), JMLR, Cambridge, MA, July 2023, *equal contribution (Published) URL BibTeX

Empirical Inference Conference Paper Stochastic Marginal Likelihood Gradients using Neural Tangent Kernels Immer, A., van der Ouderaa, T. F. A., van der Wilk, M., Rätsch, G., Schölkopf, B. Proceedings of the 40th International Conference on Machine Learning (ICML), 202:14333-14352, Proceedings of Machine Learning Research, (Editors: A. Krause, E. Brunskill, K. Cho, B. Engelhardt, S. Sabato and J. Scarlett), PMLR, July 2023 (Published) URL BibTeX

Haptic Intelligence Robotics Miscellaneous Strap Tightness and Tissue Composition Both Affect the Vibration Created by a Wearable Device Rokhmanova, N., Faulkner, R., Martus, J., Fiene, J., Kuchenbecker, K. J. Work-in-progress paper (1 page) presented at the IEEE World Haptics Conference (WHC), Delft, The Netherlands, July 2023 (Published) BibTeX

Empirical Inference Conference Paper Temporal Label Smoothing for Early Event Prediction Yèche*, H., Pace*, A., Rätsch, G., Kuznetsova, R. Proceedings of the 40th International Conference on Machine Learning (ICML), 202:39913-39938, Proceedings of Machine Learning Research, (Editors: A. Krause, E. Brunskill, K. Cho, B. Engelhardt, S. Sabato and J. Scarlett), PMLR, July 2023, *equal contribution (Published) arXiv URL BibTeX

Empirical Inference Conference Paper The Hessian perspective into the Nature of Convolutional Neural Networks Singh, S. P., Hofmann, T., Schölkopf, B. Proceedings of the 40th International Conference on Machine Learning (ICML), 202:31930-31968, Proceedings of Machine Learning Research, (Editors: A. Krause, E. Brunskill, K. Cho, B. Engelhardt, S. Sabato and J. Scarlett), PMLR, July 2023 (Published) URL BibTeX

Haptic Intelligence Miscellaneous The Influence of Amplitude and Sharpness on the Perceived Intensity of Isoenergetic Ultrasonic Signals Gueorguiev, D., Rohou–Claquin, B., Kuchenbecker, K. J. Work-in-progress paper (1 page) presented at the IEEE World Haptics Conference (WHC), Delft, The Netherlands, July 2023 (Published) BibTeX