Falsification of Cyber-Physical Systems using Bayesian Optimization

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Falsification of Cyber-Physical Systems using Bayesian Optimization

14 September 2022

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Papers citing "Falsification of Cyber-Physical Systems using Bayesian Optimization"

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Title
Optimizing Falsification for Learning-Based Control Systems: A Multi-Fidelity Bayesian Approach Zahra Shahrooei Mykel J. Kochenderfer Ali Baheri 60 1 0 12 Sep 2024
$π$ BO: Augmenting Acquisition Functions with User Beliefs for Bayesian Optimization Carl Hvarfner Daniel Stoll Artur L. F. Souza Marius Lindauer Frank Hutter Luigi Nardi 81 71 0 23 Apr 2022
Skill-based Multi-objective Reinforcement Learning of Industrial Robot Tasks with Planning and Knowledge Integration Matthias Mayr Faseeh Ahmad Konstantinos Chatzilygeroudis Luigi Nardi Volker Krueger 72 28 0 18 Mar 2022
LassoBench: A High-Dimensional Hyperparameter Optimization Benchmark Suite for Lasso Kenan Sehic Alexandre Gramfort Joseph Salmon Luigi Nardi 86 39 0 04 Nov 2021
Bayesian Optimization is Superior to Random Search for Machine Learning Hyperparameter Tuning: Analysis of the Black-Box Optimization Challenge 2020 Ryan Turner David Eriksson M. McCourt J. Kiili Eero Laaksonen Zhen Xu Isabelle M Guyon BDL 63 302 0 20 Apr 2021
Re-Examining Linear Embeddings for High-Dimensional Bayesian Optimization Benjamin Letham Roberto Calandra Akshara Rai E. Bakshy 93 115 0 31 Jan 2020
Scalable Global Optimization via Local Bayesian Optimization Samyam Rajbhandari Michael Pearce Jacob R. Gardner Ryan D. Turner Matthias Poloczek 86 473 0 03 Oct 2019
Gray-box Adversarial Testing for Control Systems with Machine Learning Component Shakiba Yaghoubi Georgios Fainekos AAML 50 66 0 31 Dec 2018
Practical Design Space Exploration Luigi Nardi D. Koeplinger K. Olukotun 58 86 0 11 Oct 2018
A Tutorial on Bayesian Optimization P. Frazier GP 113 1,794 0 08 Jul 2018
Bayesian Optimization with Safety Constraints: Safe and Automatic Parameter Tuning in Robotics Felix Berkenkamp Andreas Krause Angela P. Schoellig 144 285 0 14 Feb 2016
Bayesian Optimization in a Billion Dimensions via Random Embeddings Ziyun Wang Frank Hutter M. Zoghi David Matheson Nando de Freitas 173 446 0 09 Jan 2013

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