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


Haptic Intelligence Conference Paper Handling Scan-Time Parameters in Haptic Surface Classification Burka, A., Kuchenbecker, K. J. In Proceedings of the IEEE World Haptics Conference (WHC), :424-429, Munich, Germany, June 2017 (Published) DOI BibTeX

Haptic Intelligence Miscellaneous How Should Robots Hug? Block, A. E., Kuchenbecker, K. J. Work-in-progress paper (2 pages) presented at the IEEE World Haptics Conference (WHC), Munich, Germany, June 2017 (Published) BibTeX

Haptic Intelligence Article Perception of Force and Stiffness in the Presence of Low-Frequency Haptic Noise Gurari, N., Okamura, A. M., Kuchenbecker, K. J. PLoS ONE, 12(6):e0178605, June 2017 () DOI URL BibTeX

Haptic Intelligence Miscellaneous Physically Interactive Exercise Games with a Baxter Robot Fitter, N. T., Kuchenbecker, K. J. Hands-on demonstration presented at the IEEE World Haptics Conference (WHC), Munich, Germany, June 2017 (Published) BibTeX

Physical Intelligence Article Soiled adhesive pads shear clean by slipping: a robust self-cleaning mechanism in climbing beetles Amador, G., Endlein, T., Sitti, M. Journal of The Royal Society Interface, 14(131):20170134, 2017 () DOI BibTeX

Empirical Inference Conference Paper State-Regularized Policy Search for Linearized Dynamical Systems Abdulsamad, H., Arenz, O., Peters, J., Neumann, G. Proceedings of the Twenty-Seventh International Conference on Automated Planning and Scheduling, (ICAPS), :419-424, (Editors: Laura Barbulescu, Jeremy Frank, Mausam and Stephen F. Smith), AAAI Press, June 2017 (Published) URL BibTeX

Physical Intelligence Article Tail-Assisted Mobility and Stability Enhancement in Yaw/Pitch Motions of a Water-Running Robot Kim, H., Sitti, M., Seo, T. IEEE/ASME Transactions on Mechatronics, 22(3):1207–1217, IEEE, 2017 () DOI BibTeX

Haptic Intelligence Miscellaneous Teaching a Robot to Collaborate with a Human Via Haptic Teleoperation Hu, S., Kuchenbecker, K. J. Work-in-progress paper (2 pages) presented at the IEEE World Haptics Conference (WHC), Munich, Germany, June 2017 (Published) BibTeX

Physical Intelligence Article Three‐dimensional patterning in biomedicine: Importance and applications in neuropharmacology Ajay Vikram Singh, T. G. M. B. B. P. T. E. M. S. Journal of Biomedical Materials Research Part B: Applied Biomaterials, 106(3):1369-1382, 2017 () DOI BibTeX

Physical Intelligence Article Yield prediction in parallel homogeneous assembly Ipparthi, D., Winslow, A., Sitti, M., Dorigo, M., Mastrangeli, M. Soft Matter, 13(41):7595-7608, 2017 () DOI BibTeX

Haptic Intelligence Miscellaneous Proton Pack: Visuo-Haptic Surface Data Recording Burka, A., Kuchenbecker, K. J. Hands-on demonstration presented at the IEEE World Haptics Conference (WHC), Munich, Germany, June 2017 (Published) BibTeX

Empirical Inference Conference Paper Deep Reinforcement Learning for Robotic Manipulation with Asynchronous Off-Policy Updates Gu*, S., Holly*, E., Lillicrap, T., Levine, S. Proceedings of the IEEE International Conference on Robotics and Automation (ICRA), IEEE, Piscataway, NJ, USA, May 2017, *equal contribution (Published) Arxiv DOI BibTeX

Physical Intelligence Conference Paper Design and actuation of a magnetic millirobot under a constant unidirectional magnetic field Erin, O., Giltinan, J., Tsai, L., Sitti, M. In 2017 IEEE International Conference on Robotics and Automation (ICRA), 2017 IEEE International Conference on Robotics and Automation (ICRA), :3404-3410, IEEE, Piscataway, NJ, USA, IEEE International Conference on Robotics and Automation (ICRA), May 2017 () DOI BibTeX

Autonomous Motion Conference Paper Learning Feedback Terms for Reactive Planning and Control Rai, A., Sutanto, G., Schaal, S., Meier, F. Proceedings 2017 IEEE International Conference on Robotics and Automation (ICRA), IEEE, Piscataway, NJ, USA, IEEE International Conference on Robotics and Automation (ICRA), May 2017 (Published) pdf video BibTeX

Physical Intelligence Conference Paper Magnetically actuated soft capsule endoscope for fine-needle aspiration biopsy Son, D., Dogan, M. D., Sitti, M. In Proceedings 2017 IEEE International Conference on Robotics and Automation (ICRA), :1132-1139, IEEE, Piscataway, NJ, USA, 2017 IEEE International Conference on Robotics and Automation (ICRA), May 2017 () DOI BibTeX

Autonomous Motion Intelligent Control Systems Conference Paper Model-Based Policy Search for Automatic Tuning of Multivariate PID Controllers Doerr, A., Nguyen-Tuong, D., Marco, A., Schaal, S., Trimpe, S. In Proceedings of the IEEE International Conference on Robotics and Automation (ICRA), :5295-5301, IEEE, Piscataway, NJ, USA, IEEE International Conference on Robotics and Automation (ICRA), May 2017 (Published) PDF arXiv DOI BibTeX

Haptic Intelligence Conference Paper Proton 2: Increasing the Sensitivity and Portability of a Visuo-haptic Surface Interaction Recorder Burka, A., Rajvanshi, A., Allen, S., Kuchenbecker, K. J. In Proceedings of the IEEE International Conference on Robotics and Automation (ICRA), :439-445, Singapore, May 2017 (Published) DOI BibTeX

Dynamic Locomotion Conference Paper Scalable Pneumatic and Tendon Driven Robotic Joint Inspired by Jumping Spiders Sproewitz, A., Göttler, C., Sinha, A., Caer, C., Öztekin, M. U., Petersen, K., Sitti, M. In Proceedings 2017 IEEE International Conference on Robotics and Automation (ICRA), :64-70, IEEE, Piscataway, NJ, USA, IEEE International Conference on Robotics and Automation (ICRA), May 2017 () Video DOI URL BibTeX

Autonomous Motion Probabilistic Numerics Intelligent Control Systems Conference Paper Virtual vs. Real: Trading Off Simulations and Physical Experiments in Reinforcement Learning with Bayesian Optimization Marco, A., Berkenkamp, F., Hennig, P., Schoellig, A. P., Krause, A., Schaal, S., Trimpe, S. In Proceedings of the IEEE International Conference on Robotics and Automation (ICRA), :1557-1563, IEEE, Piscataway, NJ, USA, May 2017 (Published) PDF arXiv ICRA 2017 Spotlight presentation Virtual vs. Real - Video explanation DOI BibTeX

Empirical Inference Conference Paper A Learning-based Shared Control Architecture for Interactive Task Execution Farraj, F. B., Osa, T., Pedemonte, N., Peters, J., Neumann, G., Giordano, P. IEEE International Conference on Robotics and Automation (ICRA), :329-335, IEEE, May 2017 (Published) DOI BibTeX

Haptic Intelligence Miscellaneous An Interactive Augmented-Reality Video Training Platform for the da Vinci Surgical System Carlson, J., Kuchenbecker, K. J. Workshop paper (3 pages) presented at the ICRA Workshop on C4 Surgical Robots, Singapore, May 2017 (Published) BibTeX

Physical Intelligence Article Bioinspired Composite Microfibers for Skin Adhesion and Signal Amplification of Wearable Sensors Drotlef, D., Amjadi, M., Yunusa, M., Sitti, M. Advanced Materials, 29(28):1701353, 2017 () DOI BibTeX

Empirical Inference Conference Paper Context-Driven Movement Primitive Adaptation Wilbers, D., Lioutikov, R., Peters, J. Proceedings of the IEEE International Conference on Robotics and Automation (ICRA) , :3469-3475, IEEE, May 2017 (Published) DOI BibTeX

Physical Intelligence Article Controllable load sharing for soft adhesive interfaces on three-dimensional surfaces Song, S., Drotlef, D., Majidi, C., Sitti, M. Proceedings of the National Academy of Sciences, 114(22):E4344–E4353, 2017 () DOI BibTeX

Physical Intelligence Article Dynamic and programmable self-assembly of micro-rafts at the air-water interface Wang, W., Giltinan, J., Zakharchenko, S., Sitti, M. Science Advances, 3(5):e1602522, 2017 () DOI BibTeX

Empirical Inference Conference Paper Empowered skills Gabriel, A., Akrour, R., Peters, J., Neumann, G. IEEE International Conference on Robotics and Automation (ICRA), :6435-6441, IEEE, May 2017 (Published) DOI BibTeX

Empirical Inference Conference Paper Frequency Peak Features for Low-Channel Classification in Motor Imagery Paradigms Jayaram, V., Schölkopf, B., Grosse-Wentrup, M. Proceedings of the 8th International IEEE/EMBS Conference on Neural Engineering (NER), :321-324, May 2017 (Published) DOI BibTeX

Haptic Intelligence Article Haptic Feedback in Needle Insertion Modeling and Simulation Gourishetti, R., Manivannan, M. IEEE Reviews in Biomedical Engineering , 10:63-77, IEEE, May 2017 (Published) DOI BibTeX

Haptic Intelligence Master Thesis How Should Robots Hug? Block, A. E. University of Pennsylvania, May 2017, Robotics Degree Program () BibTeX

Empirical Inference Conference Paper Layered direct policy search for learning hierarchical skills End, F., Akrour, R., Peters, J., Neumann, G. IEEE International Conference on Robotics and Automation (ICRA), :6442-6448, IEEE, May 2017 (Published) DOI BibTeX

Physical Intelligence Article Presentation of functional groups on self-assembled supramolecular peptide nanofibers mimicking glycosaminoglycans for directed mesenchymal stem cell differentiation Yasa, O., Uysal, O., Ekiz, M. S., Guler, M. O., Tekinay, A. B. Journal of Materials Chemistry B, 5(25):4890-4900, The Royal Society of Chemistry, 2017 () DOI BibTeX

Physical Intelligence Article Propulsion and Chemotaxis in Bacteria-Driven Microswimmers Zhuang, J., Park, B., Sitti, M. Advanced Science, 4(9):1700109, 2017 () DOI BibTeX

Empirical Inference Conference Paper Categorical Reparametrization with Gumbel-Softmax Jang, E., Gu, S., Poole, B. Proceedings International Conference on Learning Representations (ICLR), April 2017 (Published) URL BibTeX

Empirical Inference Conference Paper DeepCoder: Learning to Write Programs Balog, M., Gaunt, A. L., Brockschmidt, M., Nowozin, S., Tarlow, D. Proceedings International Conference on Learning Representations (ICLR), April 2017 (Published) Arxiv URL BibTeX

Empirical Inference Conference Paper Q-Prop: Sample-Efficient Policy Gradient with An Off-Policy Critic Gu, S., Lillicrap, T., Ghahramani, Z., Turner, R. E., Levine, S. Proceedings International Conference on Learning Representations (ICLR), April 2017 (Published) PDF URL BibTeX

Empirical Inference Conference Paper Distilling Information Reliability and Source Trustworthiness from Digital Traces Tabibian, B., Valera, I., Farajtabar, M., Song, L., Schölkopf, B., Gomez Rodriguez, M. Proceedings of the 26th International Conference on World Wide Web (WWW), :847-855, (Editors: Barrett, R., Cummings, R., Agichtein, E. and Gabrilovich, E. ), ACM, April 2017 (Published) Project DOI BibTeX

Empirical Inference Poster Estimating B0 inhomogeneities with projection FID navigator readouts Loktyushin, A., Ehses, P., Schölkopf, B., Scheffler, K. 25th Annual Meeting and Exhibition of the International Society for Magnetic Resonance in Medicine (ISMRM 2017), April 2017 (Published) URL BibTeX

Probabilistic Numerics Conference Paper Fast Bayesian Optimization of Machine Learning Hyperparameters on Large Datasets Klein, A., Falkner, S., Bartels, S., Hennig, P., Hutter, F. Proceedings of the 20th International Conference on Artificial Intelligence and Statistics (AISTATS), 54:528-536, Proceedings of Machine Learning Research, (Editors: Sign, Aarti and Zhu, Jerry), PMLR, April 2017 (Published) pdf URL BibTeX

Empirical Inference Article Guiding Trajectory Optimization by Demonstrated Distributions Osa, T., Ghalamzan E., A. M., Stolkin, R., Lioutikov, R., Peters, J., Neumann, G. IEEE Robotics and Automation Letters, 2(2):819-826, April 2017 (Published) DOI BibTeX

Physical Intelligence Article Hydrophobic pinning with copper nanowhiskers leads to bactericidal properties Singh, A. V., Baylan, S., Park, B., Richter, G., Sitti, M. PloS One, 12(4):e0175428, 2017 () BibTeX

Empirical Inference Poster Image Quality Improvement by Applying Retrospective Motion Correction on Quantitative Susceptibility Mapping and R2* Feng, X., Loktyushin, A., Deistung, A., Reichenbach, J. 25th Annual Meeting and Exhibition of the International Society for Magnetic Resonance in Medicine (ISMRM 2017), April 2017 (Published) URL BibTeX

Empirical Inference Conference Paper Local Group Invariant Representations via Orbit Embeddings Raj, A., Kumar, A., Mroueh, Y., Fletcher, T., Schölkopf, B. Proceedings of the 20th International Conference on Artificial Intelligence and Statistics (AISTATS), 54:1225-1235, Proceedings of Machine Learning Research, (Editors: Aarti Singh and Jerry Zhu), April 2017 (Published) URL BibTeX

Autonomous Motion Article Probabilistic Articulated Real-Time Tracking for Robot Manipulation Garcia Cifuentes, C., Issac, J., Wüthrich, M., Schaal, S., Bohg, J. IEEE Robotics and Automation Letters (RA-L), 2(2):577-584, April 2017 (Published) arXiv video code and dataset video PDF DOI BibTeX

Micro, Nano, and Molecular Systems Article Soft 3D-Printed Phantom of the Human Kidney with Collecting System Adams, F., Qiu, T., Mark, A., Fritz, B., Kramer, L., Schlager, D., Wetterauer, U., Miernik, A., Fischer, P. Ann. of Biomed. Eng., 45(4):963-972, April 2017 (Published) DOI BibTeX

Empirical Inference Article Whole-body multi-contact motion in humans and humanoids: Advances of the CoDyCo European project Padois, V., Ivaldi, S., Babic, J., Mistry, M., Peters, J., Nori, F. Robotics and Autonomous Systems, 90:97-117, April 2017, Special Issue on New Research Frontiers for Intelligent Autonomous Systems (Published) DOI BibTeX

Micro, Nano, and Molecular Systems Book Chapter Chapter 8 - Micro- and nanorobots in Newtonian and biological viscoelastic fluids Palagi, S., (Walker) Schamel, D., Qiu, T., Fischer, P. In Microbiorobotics, :133 - 162, 8, Micro and Nano Technologies, Second edition, Elsevier, Boston, March 2017 (Published) DOI URL BibTeX

Empirical Inference Conference Paper Automatic detection of motion artifacts in MR images using CNNs Meding, K., Loktyushin, A., Hirsch, M. 42nd IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), :811-815, March 2017 (Published) DOI BibTeX

Haptic Intelligence Miscellaneous Automatic OSATS Rating of Trainee Skill at a Pediatric Laparoscopic Suturing Task Oquendo, Y. A., Riddle, E. W., Hiller, D., Blinman, T. A., Kuchenbecker, K. J. Surgical Endoscopy, 31(Supplement 1):S28, Extended abstract presented as a podium presentation at the Annual Meeting of the Society of American Gastrointestinal and Endoscopic Surgeons (SAGES), Springer, Houston, USA, March 2017 (Published) BibTeX