Bayesian Optimization with Formal Safety Guarantees via Online Conformal
Prediction

Bayesian Optimization with Formal Safety Guarantees via Online Conformal Prediction

30 June 2023

Sangwoo Park

Osvaldo Simeone

Papers citing "Bayesian Optimization with Formal Safety Guarantees via Online Conformal Prediction"

10 / 10 papers shown

Title
Multi-Fidelity Bayesian Optimization With Across-Task Transferable Max-Value Entropy Search Yunchuan Zhang Sangwoo Park Osvaldo Simeone 69 5 0 14 Mar 2024
Learning with Limited Samples -- Meta-Learning and Applications to Communication Systems Lisha Chen Sharu Theresa Jose I. Nikoloska Sangwoo Park Tianyi Chen Osvaldo Simeone 33 25 0 03 Oct 2022
A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification Anastasios Nikolas Angelopoulos Stephen Bates OOD 201 617 0 15 Jul 2021
Adaptive Conformal Inference Under Distribution Shift Isaac Gibbs Emmanuel Candès 176 248 0 01 Jun 2021
Meta-Learning in Neural Networks: A Survey Timothy M. Hospedales Antreas Antoniou P. Micaelli Amos Storkey OOD 391 1,979 0 11 Apr 2020
Scalable Global Optimization via Local Bayesian Optimization Samyam Rajbhandari Michael Pearce Jacob R. Gardner Ryan D. Turner Matthias Poloczek 86 465 0 03 Oct 2019
A Tutorial on Bayesian Optimization P. Frazier GP 109 1,788 0 08 Jul 2018
Bayesian Optimization with Safety Constraints: Safe and Automatic Parameter Tuning in Robotics Felix Berkenkamp Andreas Krause Angela P. Schoellig 134 285 0 14 Feb 2016
Bayesian Optimization with Unknown Constraints M. Gelbart Jasper Snoek Ryan P. Adams 78 450 0 22 Mar 2014
Gaussian Process Optimization in the Bandit Setting: No Regret and Experimental Design Niranjan Srinivas Andreas Krause Sham Kakade Matthias Seeger 146 1,622 0 21 Dec 2009