2020
Marco, A., Rohr, A. V., Baumann, D., Hernández-Lobato, J. M., Trimpe, S.
Excursion Search for Constrained Bayesian Optimization under a Limited Budget of Failures
2020 (proceedings) In revision
2014
Kalakrishnan, M.
Learning objective functions for autonomous motion generation
University of Southern California, University of Southern California, Los Angeles, CA, 2014 (phdthesis)
Pastor, P.
Data-driven autonomous manipulation
University of Southern California, University of Southern California, Los Angeles, CA, 2014 (phdthesis)
2012
2011
Theodorou, E. A.
Iterative path integral stochastic optimal control: Theory and applications to motor control
University of Southern California, University of Southern California, Los Angeles, CA, 2011 (phdthesis)
2009
Ting, J.
Bayesian Methods for Autonomous Learning Systems (Phd Thesis)
Department of Computer Science, University of Southern California, Los Angeles, CA, 2009, clmc (phdthesis)
2004
D’Souza, A
Towards Tractable Parameter-Free Statistical Learning (Phd Thesis)
Department of Computer Science, University of Southern California, Los Angeles, 2004, clmc (phdthesis)