A Tutorial on Bayesian Optimization of Expensive Cost Functions, with Application to Active User Modeling and Hierarchical Reinforcement Learning

12 December 2010

Papers citing "A Tutorial on Bayesian Optimization of Expensive Cost Functions, with Application to Active User Modeling and Hierarchical Reinforcement Learning"

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BayesFT: Bayesian Optimization for Fault Tolerant Neural Network Architecture Nanyang Ye Jingbiao Mei Zhicheng Fang Yuwen Zhang Ziqing Zhang Huaying Wu Xiaoyao Liang OOD 52 5 0 30 Sep 2022
Backflipping with Miniature Quadcopters by Gaussian Process Based Control and Planning Péter Antal Tamás Péni R. Tóth 88 9 0 29 Sep 2022
Multipoint-BAX: A New Approach for Efficiently Tuning Particle Accelerator Emittance via Virtual Objectives Sara Ayoub Miskovich Willie Neiswanger W. Colocho C. Emma Jacqueline Garrahan T. Maxwell C. Mayes Stefano Ermon A. Edelen Daniel Ratner 77 3 0 10 Sep 2022
Optimizing Demonstrated Robot Manipulation Skills for Temporal Logic Constraints Akshay Dhonthi Philipp Schillinger Leonel Rozo Daniele Nardi 67 7 0 07 Sep 2022
$1D$ to $nD$ : A Meta Algorithm for Multivariate Global Optimization via Univariate Optimizers Kaan Gokcesu Hakan Gokcesu 102 0 0 06 Sep 2022
Trust in Language Grounding: a new AI challenge for human-robot teams David M. Bossens C. Evers 94 1 0 05 Sep 2022
The Neural Process Family: Survey, Applications and Perspectives Saurav Jha Dong Gong Xuesong Wang Richard Turner L. Yao BDL 166 24 0 01 Sep 2022
Black-box optimization for integer-variable problems using Ising machines and factorization machines Yuya Seki R. Tamura Shu Tanaka 64 9 0 01 Sep 2022
Fast Bayesian Optimization of Needle-in-a-Haystack Problems using Zooming Memory-Based Initialization (ZoMBI) Alexander E. Siemenn Zekun Ren Qianxiao Li Tonio Buonassisi 94 30 0 26 Aug 2022
A Survey of Open Source Automation Tools for Data Science Predictions Nicholas Hoell 65 0 0 24 Aug 2022
Bayesian Optimization Augmented with Actively Elicited Expert Knowledge Daolang Huang Louis Filstroff P. Mikkola Runkai Zheng Samuel Kaski 59 5 0 18 Aug 2022
Fixed-Point Automatic Differentiation of Forward--Backward Splitting Algorithms for Partly Smooth Functions Sheheryar Mehmood Peter Ochs 89 3 0 05 Aug 2022
Variational Autoencoders for Anomaly Detection in Respiratory Sounds Michele Cozzatti Federico Simonetta Stavros Ntalampiras DRL 51 4 0 05 Aug 2022
Nonstationary Continuum-Armed Bandit Strategies for Automated Trading in a Simulated Financial Market Bing Liu John Cartlidge 46 0 0 04 Aug 2022
Bayesian Optimization-Based Beam Alignment for MmWave MIMO Communication Systems Songjie Yang Baojuan Liu Zhiqin Hong Zhong-pei Zhang 131 9 0 28 Jul 2022
Optimization of the Shape of a Hydrokinetic Turbine's Draft Tube and Hub Assembly Using Design-by-Morphing with Bayesian Optimization Haris Moazam Sheikh Tess A. Callan Kealan J. Hennessy P. Marcus AI4CE 119 11 0 23 Jul 2022
Inference of Regulatory Networks Through Temporally Sparse Data Mohammad Alali Mahdi Imani 60 17 0 21 Jul 2022
Bayesian Generational Population-Based Training Xingchen Wan Cong Lu Jack Parker-Holder Philip J. Ball Vu-Linh Nguyen Binxin Ru Michael A. Osborne OffRL 79 19 0 19 Jul 2022
Bayesian Optimization for Macro Placement Changyong Oh Roberto Bondesan D. Kianfar Rehan Ahmed Rishubh Khurana Payal Agarwal Romain Lepert M. Sriram Max Welling 46 6 0 18 Jul 2022
Bayesian Optimization-based Nonlinear Adaptive PID Controller Design for Robust Mobile Manipulation Hadi Hajieghrary M. Deisenroth Yasemin Bekiroglu 23 2 0 04 Jul 2022
Optimizing Training Trajectories in Variational Autoencoders via Latent Bayesian Optimization Approach Arpan Biswas Rama K Vasudevan M. Ziatdinov Sergei V. Kalinin BDL DRL 78 10 0 30 Jun 2022
Quantum Neural Architecture Search with Quantum Circuits Metric and Bayesian Optimization Trong Duong Sang T. Truong Minh Tam B. Bach Juno Ryu J. Rhee 89 18 0 28 Jun 2022
Human-in-the-Loop Large-Scale Predictive Maintenance of Workstations A. Nikitin Samuel Kaski 70 7 0 23 Jun 2022
Demystifying the Adversarial Robustness of Random Transformation Defenses Chawin Sitawarin Zachary Golan-Strieb David Wagner AAML 94 21 0 18 Jun 2022
Designing MacPherson Suspension Architectures using Bayesian Optimization Sinnu Susan Thomas Jacopo Palandri M. Lakehal-Ayat Punarjay Chakravarty F. Wolf-Monheim Matthew B. Blaschko 18 4 0 17 Jun 2022
Scalable First-Order Bayesian Optimization via Structured Automatic Differentiation Sebastian Ament Carla P. Gomes 64 9 0 16 Jun 2022
Recent Advances in Bayesian Optimization Xilu Wang Yaochu Jin Sebastian Schmitt Markus Olhofer 88 234 0 07 Jun 2022
Efficient Minimax Optimal Global Optimization of Lipschitz Continuous Multivariate Functions Kaan Gokcesu Hakan Gokcesu 44 3 0 06 Jun 2022
Sample-Efficient Optimisation with Probabilistic Transformer Surrogates A. Maraval Matthieu Zimmer Antoine Grosnit Rasul Tutunov Jun Wang H. Ammar 101 2 0 27 May 2022
Learning to Assemble Geometric Shapes Jinhwi Lee Jungtaek Kim H. Chung Jaesik Park Minsu Cho 70 4 0 24 May 2022
Stop Filtering: Multi-View Attribute-Enhanced Dialogue Learning Yiwei Li Bin Sun Shaoxiong Feng Kan Li 63 3 0 23 May 2022
PyRelationAL: a python library for active learning research and development P. Scherer Thomas Gaudelet Alison Pouplin Alice Del Vecchio S. SurajM Oliver Bolton Jyothish Soman J. Taylor-King Lindsay Edwards KELM 58 0 0 23 May 2022
Adjusted Expected Improvement for Cumulative Regret Minimization in Noisy Bayesian Optimization Shouri Hu Haowei Wang Zhongxiang Dai K. H. Low Szu Hui Ng 69 4 0 10 May 2022
Designing Robust Biotechnological Processes Regarding Variabilities using Multi-Objective Optimization Applied to a Biopharmaceutical Seed Train Design T. H. Rodríguez Anton Sekulic Markus Lange-Hegermann Björn Frahm 78 10 0 06 May 2022
Visualization and Optimization Techniques for High Dimensional Parameter Spaces Anjul Tyagi 39 3 0 28 Apr 2022
FuncPipe: A Pipelined Serverless Framework for Fast and Cost-efficient Training of Deep Learning Models Yunzhuo Liu Bo Jiang Tian Guo Zimeng Huang Wen-ping Ma Xinbing Wang Chenghu Zhou 84 9 0 28 Apr 2022
Forecasting foreign exchange rates with regression networks tuned by Bayesian optimization Linwei Li P. Matt C. Heumann AI4TS 20 0 0 26 Apr 2022
$π$ BO: Augmenting Acquisition Functions with User Beliefs for Bayesian Optimization Carl Hvarfner Daniel Stoll Artur L. F. Souza Marius Lindauer Frank Hutter Luigi Nardi 99 71 0 23 Apr 2022
Predicting and Optimizing for Energy Efficient ACMV Systems: Computational Intelligence Approaches Deqing Zhai Y. Soh 51 0 0 19 Apr 2022
A Review of Machine Learning Methods Applied to Structural Dynamics and Vibroacoustic Barbara Z Cunha C. Droz A. Zine Stéphane Foulard M. Ichchou AI4CE 71 91 0 13 Apr 2022
Multi-Sample $ζ$ -mixup: Richer, More Realistic Synthetic Samples from a $p$ -Series Interpolant Kumar Abhishek Colin J. Brown Ghassan Hamarneh 56 2 0 07 Apr 2022
Safe Active Learning for Multi-Output Gaussian Processes Cen-You Li Barbara Rakitsch Christoph Zimmer UQCV 136 18 0 28 Mar 2022
Accelerating Bayesian Optimization for Biological Sequence Design with Denoising Autoencoders Samuel Stanton Wesley J. Maddox Nate Gruver Phillip M. Maffettone E. Delaney Peyton Greenside A. Wilson BDL 77 98 0 23 Mar 2022
Skill-based Multi-objective Reinforcement Learning of Industrial Robot Tasks with Planning and Knowledge Integration Matthias Mayr Faseeh Ahmad Konstantinos Chatzilygeroudis Luigi Nardi Volker Krueger 85 28 0 18 Mar 2022
Bayesian Calibration for Activity Based Models Laura Schultz Joshua A. Auld Vadim Sokolov 81 3 0 08 Mar 2022
On-the-fly Strategy Adaptation for ad-hoc Agent Coordination Jaleh Zand Jack Parker-Holder Stephen J. Roberts 65 14 0 08 Mar 2022
Practitioner Motives to Use Different Hyperparameter Optimization Methods Niclas Kannengießer Niklas Hasebrook Felix Morsbach Marc-André Zöller Jörg Franke Marius Lindauer Frank Hutter Ali Sunyaev 67 4 0 03 Mar 2022
Rectified Max-Value Entropy Search for Bayesian Optimization Q. Nguyen K. H. Low Patrick Jaillet 65 5 0 28 Feb 2022
On Uncertainty Estimation by Tree-based Surrogate Models in Sequential Model-based Optimization Jungtaek Kim Seungjin Choi 60 6 0 22 Feb 2022
Holdouts set for predictive model updating Sami Haidar-Wehbe S. Emerson L. Aslett J. Liley 37 0 0 13 Feb 2022