Bayesian Algorithm Execution: Estimating Computable Properties of Black-box Functions Using Mutual Information

19 April 2021

Papers citing "Bayesian Algorithm Execution: Estimating Computable Properties of Black-box Functions Using Mutual Information"

24 / 24 papers shown

Title
End-to-End Optimal Detector Design with Mutual Information Surrogates K. Wozniak Stephen Mulligan J. Kieseler Markus Klute Francois Fleuret Tobias Golling 58 1 0 18 Mar 2025
Increasing Information for Model Predictive Control with Semi-Markov Decision Processes Rémy Hosseinkhan Boucher Onofrio Semeraro L. Mathelin 45 0 0 28 Jan 2025
Amortized Bayesian Experimental Design for Decision-Making Daolang Huang Yujia Guo Luigi Acerbi Samuel Kaski 44 2 0 03 Jan 2025
Practical Bayesian Algorithm Execution via Posterior Sampling Chu Xin Cheng Raul Astudillo Thomas A. Desautels Yisong Yue 38 0 0 27 Oct 2024
Active Fourier Auditor for Estimating Distributional Properties of ML Models Ayoub Ajarra Bishwamittra Ghosh Debabrota Basu MLAU 49 0 0 10 Oct 2024
Quantifying Local Model Validity using Active Learning Sven Lämmle Can Bogoclu Robert Voßhall Anselm Haselhoff Dirk Roos 27 0 0 11 Jun 2024
Fairness Auditing with Multi-Agent Collaboration M. Vos Akash Dhasade Jade Garcia Bourrée Anne-Marie Kermarrec Erwan Le Merrer Benoit Rottembourg Gilles Tredan MLAU 16 1 0 13 Feb 2024
DiscoBAX: Discovery of Optimal Intervention Sets in Genomic Experiment Design Clare Lyle Arash Mehrjou Pascal Notin Andrew Jesson Stefan Bauer Y. Gal Patrick Schwab 49 10 0 07 Dec 2023
A General Framework for User-Guided Bayesian Optimization Carl Hvarfner Frank Hutter Luigi Nardi GP 33 11 0 24 Nov 2023
Efficient Determination of Safety Requirements for Perception Systems Sydney M. Katz Anthony Corso Esen Yel Mykel J. Kochenderfer 11 4 0 03 Jul 2023
Tanimoto Random Features for Scalable Molecular Machine Learning Austin Tripp S. Bacallado Sukriti Singh José Miguel Hernández-Lobato 16 7 0 26 Jun 2023
Modern Bayesian Experimental Design Tom Rainforth Adam Foster Desi R. Ivanova Freddie Bickford-Smith 27 77 0 28 Feb 2023
CO-BED: Information-Theoretic Contextual Optimization via Bayesian Experimental Design Desi R. Ivanova Joel Jennings Tom Rainforth Cheng Zhang Adam Foster 31 3 0 27 Feb 2023
Stationary Kernels and Gaussian Processes on Lie Groups and their Homogeneous Spaces II: non-compact symmetric spaces I. Azangulov A. Smolensky Alexander Terenin Viacheslav Borovitskiy 32 14 0 30 Jan 2023
Near-optimal Policy Identification in Active Reinforcement Learning Xiang Li Viraj Mehta Johannes Kirschner I. Char W. Neiswanger J. Schneider Andreas Krause Ilija Bogunovic OffRL 37 6 0 19 Dec 2022
Discovering Many Diverse Solutions with Bayesian Optimization N. Maus Kaiwen Wu David Eriksson J. Gardner 16 23 0 20 Oct 2022
Exploration via Planning for Information about the Optimal Trajectory Viraj Mehta I. Char J. Abbate R. Conlin M. Boyer Stefano Ermon J. Schneider W. Neiswanger OffRL 27 6 0 06 Oct 2022
Joint Entropy Search for Multi-objective Bayesian Optimization Ben Tu Axel Gandy N. Kantas B. Shafei 14 38 0 06 Oct 2022
Generalizing Bayesian Optimization with Decision-theoretic Entropies W. Neiswanger Lantao Yu Shengjia Zhao Chenlin Meng Stefano Ermon UQCV 43 11 0 04 Oct 2022
Multipoint-BAX: A New Approach for Efficiently Tuning Particle Accelerator Emittance via Virtual Objectives Sara Ayoub Miskovich W. Neiswanger W. Colocho C. Emma Jacqueline Garrahan T. Maxwell C. Mayes Stefano Ermon A. Edelen Daniel Ratner 16 3 0 10 Sep 2022
Improving Accuracy of Interpretability Measures in Hyperparameter Optimization via Bayesian Algorithm Execution Julia Moosbauer Giuseppe Casalicchio Marius Lindauer B. Bischl 16 2 0 11 Jun 2022
An Experimental Design Perspective on Model-Based Reinforcement Learning Viraj Mehta Biswajit Paria J. Schneider Stefano Ermon W. Neiswanger OffRL 9 18 0 09 Dec 2021
Re-Examining Linear Embeddings for High-Dimensional Bayesian Optimization Benjamin Letham Roberto Calandra Akshara Rai E. Bakshy 73 109 0 31 Jan 2020
Max-value Entropy Search for Efficient Bayesian Optimization Zi Wang Stefanie Jegelka 110 403 0 06 Mar 2017