ProBO: Versatile Bayesian Optimization Using Any Probabilistic
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ProBO: Versatile Bayesian Optimization Using Any Probabilistic Programming Language

31 January 2019

Willie Neiswanger

Kirthevasan Kandasamy

Barnabás Póczós

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Papers citing "ProBO: Versatile Bayesian Optimization Using Any Probabilistic Programming Language"

9 / 9 papers shown

Title
Global optimization of graph acquisition functions for neural architecture search Yilin Xie Shiqiang Zhang Jixiang Qing Ruth Misener Calvin Tsay 65 0 0 29 May 2025
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 92 304 0 20 Apr 2021
Pollux: Co-adaptive Cluster Scheduling for Goodput-Optimized Deep Learning Aurick Qiao Sang Keun Choe Suhas Jayaram Subramanya Willie Neiswanger Qirong Ho Hao Zhang G. Ganger Eric Xing VLM 77 183 0 27 Aug 2020
A Study on Encodings for Neural Architecture Search Colin White Willie Neiswanger Sam Nolen Yash Savani AI4CE 70 74 0 09 Jul 2020
Uncertainty quantification using martingales for misspecified Gaussian processes Willie Neiswanger Aaditya Ramdas UQCV 53 14 0 12 Jun 2020
BANANAS: Bayesian Optimization with Neural Architectures for Neural Architecture Search Colin White Willie Neiswanger Yash Savani BDL 128 329 0 25 Oct 2019
BoTorch: A Framework for Efficient Monte-Carlo Bayesian Optimization Maximilian Balandat Brian Karrer Daniel R. Jiang Sam Daulton Benjamin Letham A. Wilson E. Bakshy 75 93 0 14 Oct 2019
ChemBO: Bayesian Optimization of Small Organic Molecules with Synthesizable Recommendations Ksenia Korovina Sailun Xu Kirthevasan Kandasamy Willie Neiswanger Barnabás Póczós J. Schneider Eric Xing 123 123 0 05 Aug 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 95 177 0 15 Mar 2019