Publications

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


Autonomous Motion Conference Paper Failure Recovery with Shared Autonomy Sankaran, B., Pitzer, B., Osentoski, S. In International Conference on Intelligent Robots and Systems, October 2012 (Published) URL BibTeX

Autonomous Motion Conference Paper Towards Multi-DOF model mediated teleoperation: Using vision to augment feedback Willaert, B., Bohg, J., Van Brussel, H., Niemeyer, G. In IEEE International Workshop on Haptic Audio Visual Environments and Games (HAVE), :25-31, October 2012 () DOI BibTeX

Autonomous Motion Conference Paper Task-Based Grasp Adaptation on a Humanoid Robot Bohg, J., Welke, K., León, B., Do, M., Song, D., Wohlkinger, W., Aldoma, A., Madry, M., Przybylski, M., Asfour, T., et al. In 10th IFAC Symposium on Robot Control, SyRoCo 2012, Dubrovnik, Croatia, September 5-7, 2012., :779-786, September 2012 () Video pdf DOI BibTeX

Autonomous Motion Conference Paper Movement Segmentation and Recognition for Imitation Learning Meier, F., Theodorou, E., Schaal, S. In Seventeenth International Conference on Artificial Intelligence and Statistics, La Palma, Canary Islands, Fifteenth International Conference on Artificial Intelligence and Statistics , April 2012 () URL BibTeX

Autonomous Motion Conference Paper An adaptive sensor foot for a bipedal and quadrupedal robot Fondahl, K., Kuehn, D., Beinersdorf, F., Bernhard, F., Grimminger, F., Schilling, M., Stark, T., Kirchner, F. In 2012 4th IEEE RAS EMBS International Conference on Biomedical Robotics and Biomechatronics (BioRob), :270-275, June 2012 () DOI BibTeX

Movement Generation and Control Autonomous Motion Conference Paper Encoding of Periodic and their Transient Motions by a Single Dynamic Movement Primitive Ernesti, J., Righetti, L., Do, M., Asfour, T., Schaal, S. In 2012 12th IEEE-RAS International Conference on Humanoid Robots (Humanoids 2012), :57-64, IEEE, Osaka, Japan, November 2012 () DOI URL BibTeX

Autonomous Motion Article From Dynamic Movement Primitives to Associative Skill Memories Pastor, P., Kalakrishnan, M., Meier, F., Stulp, F., Buchli, J., Theodorou, E., Schaal, S. Robotics and Autonomous Systems, 2012 () BibTeX

Movement Generation and Control Autonomous Motion Conference Paper Learning Force Control Policies for Compliant Robotic Manipulation Kalakrishnan, M., Righetti, L., Pastor, P., Schaal, S. In ICML’12 Proceedings of the 29th International Coference on International Conference on Machine Learning, :49-50, Edinburgh, Scotland, 2012 () BibTeX

Movement Generation and Control Autonomous Motion Conference Paper Probabilistic depth image registration incorporating nonvisual information Wüthrich, M., Pastor, P., Righetti, L., Billard, A., Schaal, S. In 2012 IEEE International Conference on Robotics and Automation, :3637-3644, IEEE, Saint Paul, USA, 2012 () DOI URL BibTeX

Movement Generation and Control Autonomous Motion Conference Paper Quadratic programming for inverse dynamics with optimal distribution of contact forces Righetti, L., Schaal, S. In 2012 12th IEEE-RAS International Conference on Humanoid Robots (Humanoids 2012), :538-543, IEEE, Osaka, Japan, November 2012 () DOI URL BibTeX

Movement Generation and Control Autonomous Motion Conference Paper Template-based learning of grasp selection Herzog, A., Pastor, P., Kalakrishnan, M., Righetti, L., Asfour, T., Schaal, S. In 2012 IEEE International Conference on Robotics and Automation, :2379-2384, IEEE, Saint Paul, USA, 2012 () DOI URL BibTeX

Movement Generation and Control Autonomous Motion Conference Paper Towards Associative Skill Memories Pastor, P., Kalakrishnan, M., Righetti, L., Schaal, S. In 2012 12th IEEE-RAS International Conference on Humanoid Robots (Humanoids 2012), :309-315, IEEE, Osaka, Japan, November 2012 () DOI URL BibTeX

Autonomous Motion Article Model-free reinforcement learning of impedance control in stochastic environments Stulp, F., Buchli, J., Ellmer, A., Mistry, M., Theodorou, E. A., Schaal, S. Autonomous Mental Development, IEEE Transactions on, 4(4):330-341, 2012 () BibTeX

Autonomous Motion Article Reinforcement Learning with Sequences of Motion Primitives for Robust Manipulation Stulp, F., Theodorou, E., Schaal, S. IEEE Transactions on Robotics, 2012 () BibTeX

Autonomous Motion Article Adaptive compliance control of a multi-legged stair-climbing robot based on proprioceptive data Waldron, K. J., Eich, M., Grimminger, F., Kirchner, F. Industrial Robot: An International Journal, 36:331-339, Emerald Group Publishing Limited, June 2009 () DOI BibTeX

Autonomous Motion Ph.D. Thesis Bayesian Methods for Autonomous Learning Systems (Phd Thesis) Ting, J. Department of Computer Science, University of Southern California, Los Angeles, CA, 2009, clmc () PDF BibTeX

Autonomous Motion Conference Paper CESAR: A lunar crater exploration and sample return robot Schwendner, J., Grimminger, F., Bartsch, S., Kaupisch, T., Yüksel, M., Bresser, A., Akpo, J. B., Seydel, M. K. -., Dieterle, A., Schmidt, S., et al. In 2009 IEEE/RSJ International Conference on Intelligent Robots and Systems, :3355-3360, October 2009 () DOI BibTeX

Autonomous Motion Conference Paper Compact models of motor primitive variations for predictible reaching and obstacle avoidance Stulp, F., Oztop, E., Pastor, P., Beetz, M., Schaal, S. In IEEE-RAS International Conference on Humanoid Robots (Humanoids 2009), Paris, Dec.7-10, 2009, clmc () URL BibTeX

Autonomous Motion Conference Paper Compliant quadruped locomotion over rough terrain Buchli, J., Kalakrishnan, M., Mistry, M., Pastor, P., Schaal, S. In Intelligent Robots and Systems, 2009. IROS 2009. IEEE/RSJ International Conference on, :814-820, 2009, clmc () URL BibTeX

Autonomous Motion Article Computational models for neuromuscular function Valero-Cuevas, F., Hoffmann, H., Kurse, M. U., Kutch, J. J., Theodorou, E. A. IEEE Reviews in Biomedical Engineering – (All authors have equally contributed), (2):110?135, 2009, clmc () URL BibTeX

Autonomous Motion Conference Paper Concept evaluation of a new biologically inspired robot “LittleApe” Kühn, D., Römmermann, M., Sauthoff, N., Grimminger, F., Kirchner, F. In 2009 IEEE/RSJ International Conference on Intelligent Robots and Systems, :589-594, October 2009 () DOI BibTeX

Autonomous Motion Conference Paper Human optimization strategies under reward feedback Hoffmann, H., Theodorou, E., Schaal, S. In Abstracts of Neural Control of Movement Conference (NCM 2009), Waikoloa, Hawaii, 2009, 2009, clmc () BibTeX

Autonomous Motion Article Incorporating Muscle Activation-Contraction dynamics to an optimal control framework for finger movements Theodorou, E. A., Valero-Cuevas, F. J. Abstracts of Neural Control of Movement Conference (NCM 2009), 2009, clmc () PDF BibTeX

Autonomous Motion Conference Paper Inertial parameter estimation of floating-base humanoid systems using partial force sensing Mistry, M., Schaal, S., Yamane, K. In IEEE-RAS International Conference on Humanoid Robots (Humanoids 2009), Paris, Dec.7-10, 2009, clmc () URL BibTeX

Autonomous Motion Conference Paper Learning and generalization of motor skills by learning from demonstration Pastor, P., Hoffmann, H., Asfour, T., Schaal, S. In International Conference on Robotics and Automation (ICRA2009), Kobe, Japan, May 12-19, 2009, 2009, clmc () URL BibTeX

Autonomous Motion Conference Paper Learning locomotion over rough terrain using terrain templates Kalakrishnan, M., Buchli, J., Pastor, P., Schaal, S. In Intelligent Robots and Systems, 2009. IROS 2009. IEEE/RSJ International Conference on, :167-172, 2009, clmc () URL BibTeX

Autonomous Motion Article Local dimensionality reduction for non-parametric regression Hoffman, H., Schaal, S., Vijayakumar, S. Neural Processing Letters, 2009, clmc () URL BibTeX

Autonomous Motion Article On-line learning and modulation of periodic movements with nonlinear dynamical systems Gams, A., Ijspeert, A., Schaal, S., Lenarčič, J. Autonomous Robots, 27(1):3-23, 2009, clmc () URL BibTeX

Autonomous Motion Article On-line learning and modulation of periodic movements with nonlinear dynamical systems Gams, A., Ijspeert, A., Schaal, S., Lenarčič, J. Autonomous Robots, 27(1):3-23, 2009, clmc () URL BibTeX

Autonomous Motion Conference Paper Path integral-based stochastic optimal control for rigid body dynamics Theodorou, E. A., Buchli, J., Schaal, S. In Adaptive Dynamic Programming and Reinforcement Learning, 2009. ADPRL ’09. IEEE Symposium on, :219-225, 2009, clmc () URL BibTeX

Autonomous Motion Conference Paper Proprioceptive control of a hybrid legged-wheeled robot Eich, M., Grimminger, F., Kirchner, F. In 2008 IEEE International Conference on Robotics and Biomimetics, :774-779, February 2009 () DOI BibTeX

Autonomous Motion Technical Report The SL simulation and real-time control software package Schaal, S. University of Southern California, Los Angeles, CA, 2009, clmc () URL BibTeX

Autonomous Motion Technical Report The SL simulation and real-time control software package Schaal, S. University of Southern California, Los Angeles, CA, 2009, clmc () URL BibTeX