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 for Nash Equilibria with Black-Box Utilities Yunchuan Zhang Osvaldo Simeone H. Vincent Poor 22 0 0 16 May 2025
Localized Adaptive Risk Control Matteo Zecchin Osvaldo Simeone 40 7 0 13 May 2024
Conformal Validity Guarantees Exist for Any Data Distribution (and How to Find Them) Drew Prinster Samuel Stanton Anqi Liu S. Saria 36 6 0 10 May 2024
Multi-Fidelity Bayesian Optimization With Across-Task Transferable Max-Value Entropy Search Yunchuan Zhang Sangwoo Park Osvaldo Simeone 48 5 0 14 Mar 2024
Cross-Validation Conformal Risk Control K. Cohen Sangwoo Park Osvaldo Simeone S. Shamai 39 4 0 22 Jan 2024
Risk-Controlling Model Selection via Guided Bayesian Optimization Bracha Laufer-Goldshtein Adam Fisch Regina Barzilay Tommi Jaakkola TPM 21 4 0 04 Dec 2023
Bayesian Optimization with Conformal Prediction Sets Samuel Stanton Wesley J. Maddox A. Wilson 43 24 0 22 Oct 2022
Meta-Learning Priors for Safe Bayesian Optimization Jonas Rothfuss Christopher Koenig Alisa Rupenyan Andreas Krause 33 29 0 03 Oct 2022
Conformal Prediction is Robust to Dispersive Label Noise Shai Feldman Bat-Sheva Einbinder Stephen Bates Anastasios Nikolas Angelopoulos Asaf Gendler Yaniv Romano 76 8 0 28 Sep 2022
Achieving Risk Control in Online Learning Settings Shai Feldman Liran Ringel Stephen Bates Yaniv Romano 78 28 0 18 May 2022