Scaling Up Continuous-Time Markov Chains Helps Resolve Underspecification
Alkis Gotovos, Rebekka Burkholz, John Quackenbush, and Stefanie Jegelka
Neural Information Processing Systems (NeurIPS), 2021
@inproceedings{gotovos21scaling,
author = {Alkis Gotovos and Rebekka Burkholz and John Quackenbush and Stefanie Jegelka},
title = {Scaling Up Continuous-Time {M}arkov Chains Helps Resolve Underspecification},
booktitle = {Neural Information Processing Systems (NeurIPS)},
year = {2021}
}
Fast Gaussian Process based Gradient Matching for Parameter Identification in Systems of Nonlinear ODEs
Philippe Wenk, Alkis Gotovos, Stefan Bauer, Nico S. Gorbach, Andreas Krause, and Joachim M. Buhmann
International Conference on Artificial Intelligence and Statistics (AISTATS), 2019
@inproceedings{wenk19fast,
author = {Philippe Wenk and Alkis Gotovos and Stefan Bauer and Nico S. Gorbach and Andreas Krause and Joachim M. Buhmann},
title = {Fast {G}aussian Process based Gradient Matching for Parameter Identification in Systems of Nonlinear ODEs},
booktitle = {International Conference on Artificial Intelligence and Statistics (AISTATS)},
year = {2019}
}
Discrete Sampling using Semigradient-based Product Mixtures
Alkis Gotovos, Hamed Hassani, Andreas Krause, and Stefanie Jegelka
Conference on Uncertainty in Artificial Intelligence (UAI), 2018
@inproceedings{gotovos18discrete,
author = {Alkis Gotovos and Hamed Hassani and Andreas Krause and Stefanie Jegelka},
title = {Discrete Sampling using Semigradient-based Product Mixtures},
booktitle = {Conference on Uncertainty in Artificial Intelligence (UAI)},
year = {2018}
}
Sampling from Probabilistic Submodular Models
Alkis Gotovos, Hamed Hassani, and Andreas Krause
Neural Information Processing Systems (NeurIPS), 2015
@inproceedings{gotovos15sampling,
author = {Alkis Gotovos and Hamed Hassani and Andreas Krause},
title = {Sampling from Probabilistic Submodular Models},
booktitle = {Neural Information Processing Systems (NeurIPS)},
year = {2015}
}
Safe Exploration for Optimization with Gaussian Processes
Yanan Sui, Alkis Gotovos, Joel W. Burdick, and Andreas Krause
International Conference on Machine Learning (ICML), 2015
@inproceedings{sui15safe,
author = {Yanan Sui and Alkis Gotovos and Joel W. Burdick and Andreas Krause},
title = {Safe Exploration for Optimization with {G}aussian Processes},
booktitle = {International Conference on Machine Learning (ICML)},
year = {2015}
}
Non-monotone Adaptive Submodular Maximization
Alkis Gotovos, Amin Karbasi, and Andreas Krause
International Joint Conference on Artificial Intelligence (IJCAI), 2015
@inproceedings{gotovos15nonmonotone,
author = {Alkis Gotovos and Amin Karbasi and Andreas Krause},
title = {Non-monotone Adaptive Submodular Maximization},
booktitle = {International Joint Conference on Artificial Intelligence (IJCAI)},
year = {2015}
}
Efficient Visual Exploration and Coverage with a Micro Aerial Vehicle in Unknown Environments
Lionel Heng, Alkis Gotovos, Andreas Krause, and Marc Pollefeys
International Conference on Robotics and Automation (ICRA), 2015
@inproceedings{heng15efficient,
author = {Lionel Heng and Alkis Gotovos and Andreas Krause and Marc Pollefeys},
title = {Efficient Visual Exploration and Coverage with a Micro Aerial Vehicle in Unknown Environments},
booktitle = {International Conference on Robotics and Automation (ICRA)},
year = {2015}
}
Fully Autonomous Focused Exploration for Robotic Environmental Monitoring
Gregory Hitz, Alkis Gotovos, Francois Pomerleau, Marie-Eve Garneau, Cedric Pradalier, Andreas Krause, and Roland Y. Siegwart
International Conference on Robotics and Automation (ICRA), 2014
@inproceedings{hitz14fully,
author = {Gregory Hitz and Alkis Gotovos and Francois Pomerleau and Marie-Eve Garneau and Cedric Pradalier and Andreas Krause and Roland Y. Siegwart},
title = {Fully Autonomous Focused Exploration for Robotic Environmental Monitoring},
booktitle = {International Conference on Robotics and Automation (ICRA)},
year = {2014}
}
Active Learning for Level Set Estimation
Alkis Gotovos, Nathalie Casati, Gregory Hitz, and Andreas Krause
International Joint Conference on Artificial Intelligence (IJCAI), 2013
@inproceedings{gotovos13active,
author = {Alkis Gotovos and Nathalie Casati and Gregory Hitz and Andreas Krause},
title = {Active Learning for Level Set Estimation},
booktitle = {International Joint Conference on Artificial Intelligence (IJCAI)},
year = {2013}
}
Systematic Testing for Detecting Concurrency Errors in Erlang Programs
Maria Christakis, Alkis Gotovos, and Konstantinos Sagonas
International Conference on Software Testing, Verification and Validation (ICST), 2013
@inproceedings{christakis13systematic,
author = {Maria Christakis and Alkis Gotovos and Konstantinos Sagonas},
title = {Systematic Testing for Detecting Concurrency Errors in {E}rlang Programs},
booktitle = {International Conference on Software Testing, Verification and Validation (ICST)},
year = {2013}
}