The Multi-fidelity Multi-armed Bandit

The Multi-fidelity Multi-armed Bandit

30 October 2016

Kirthevasan Kandasamy

Gautam Dasarathy

Barnabás Póczós

ArXiv (abs)PDF HTML

Papers citing "The Multi-fidelity Multi-armed Bandit"

14 / 14 papers shown

Title
PromptWise: Online Learning for Cost-Aware Prompt Assignment in Generative Models Xiaoyan Hu Lauren Pick Ho-fung Leung Farzan Farnia 28 1 0 24 May 2025
MF-LAL: Drug Compound Generation Using Multi-Fidelity Latent Space Active Learning Peter Eckmann D. Wu G. Heinzelmann Michael K. Gilson Rose Yu AI4CE 117 0 0 15 Oct 2024
Optimal Multi-Fidelity Best-Arm Identification Riccardo Poiani Rémy Degenne Emilie Kaufmann Alberto Maria Metelli Marcello Restelli 168 2 0 05 Jun 2024
Truncating Trajectories in Monte Carlo Reinforcement Learning Riccardo Poiani Alberto Maria Metelli Marcello Restelli 55 5 0 07 May 2023
Coordinate Ascent for Off-Policy RL with Global Convergence Guarantees Hsin-En Su Yen-Ju Chen Ping-Chun Hsieh Xi Liu OffRL 70 0 0 10 Dec 2022
Combining Multi-Fidelity Modelling and Asynchronous Batch Bayesian Optimization Jose Pablo Folch Robert M. Lee B. Shafei David Walz Calvin Tsay Mark van der Wilk Ruth Misener 74 26 0 11 Nov 2022
Leveraging Trust for Joint Multi-Objective and Multi-Fidelity Optimization F. Irshad S. Karsch Andreas Döpp 79 8 0 27 Dec 2021
A bandit-learning approach to multifidelity approximation Yiming Xu Vahid Keshavarzzadeh Robert M. Kirby A. Narayan 57 6 0 29 Mar 2021
Deep Gaussian Processes for Multi-fidelity Modeling Kurt Cutajar Mark Pullin Andreas C. Damianou Neil D. Lawrence Javier I. González AI4CE 75 110 0 18 Mar 2019
Tuning Hyperparameters without Grad Students: Scalable and Robust Bayesian Optimisation with Dragonfly Kirthevasan Kandasamy Karun Raju Vysyaraju Willie Neiswanger Biswajit Paria Christopher R. Collins J. Schneider Barnabás Póczós Eric Xing 89 176 0 15 Mar 2019
Noisy Blackbox Optimization with Multi-Fidelity Queries: A Tree Search Approach Rajat Sen Kirthevasan Kandasamy Sanjay Shakkottai 36 23 0 24 Oct 2018
Neural Architecture Search with Bayesian Optimisation and Optimal Transport Kirthevasan Kandasamy Willie Neiswanger J. Schneider Barnabás Póczós Eric Xing 152 609 0 11 Feb 2018
Multi-fidelity Bayesian Optimisation with Continuous Approximations Kirthevasan Kandasamy Gautam Dasarathy J. Schneider Barnabás Póczós 74 221 0 18 Mar 2017
Multi-fidelity Gaussian Process Bandit Optimisation Kirthevasan Kandasamy Gautam Dasarathy Junier B. Oliva J. Schneider Barnabás Póczós 101 77 0 20 Mar 2016