A Tutorial on Bayesian Optimization

8 July 2018

Papers citing "A Tutorial on Bayesian Optimization"

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Title
A Variational Information Theoretic Approach to Out-of-Distribution Detection Sudeepta Mondal Zhuolin Jiang G. Sundaramoorthi 20 0 0 17 Jun 2025
Bayesian Optimization with Inexact Acquisition: Is Random Grid Search Sufficient? Hwanwoo Kim Chong Liu Yuxin Chen 20 0 0 13 Jun 2025
Bipedal Balance Control with Whole-body Musculoskeletal Standing and Falling Simulations Chengtian Ma Yunyue Wei Chenhui Zuo Chen Zhang Yanan Sui 62 0 0 11 Jun 2025
Implementing Keyword Spotting on the MCUX947 Microcontroller with Integrated NPU Petar Jakuš Hrvoje Džapo 23 0 0 10 Jun 2025
The Catechol Benchmark: Time-series Solvent Selection Data for Few-shot Machine Learning Toby Boyne Juan S. Campos Becky D Langdon Jixiang Qing Yilin Xie ... Kim E. Jelfs Sarah Boyall Thomas M. Dixon Linden Schrecker Jose Pablo Folch 22 0 0 09 Jun 2025
Towards Universal Offline Black-Box Optimization via Learning Language Model Embeddings Rong-Xi Tan Ming Chen Ke Xue Yao Wang Yaoyuan Wang Sheng Fu Chao Qian OffRL 15 0 0 08 Jun 2025
Scalable Gaussian Processes with Latent Kronecker Structure Jihao Andreas Lin Sebastian Ament Maximilian Balandat David Eriksson José Miguel Hernández-Lobato E. Bakshy 15 0 0 07 Jun 2025
Improved Regret Bounds for Gaussian Process Upper Confidence Bound in Bayesian Optimization Shogo Iwazaki GP 51 0 0 02 Jun 2025
RoboMoRe: LLM-based Robot Co-design via Joint Optimization of Morphology and Reward Jiawei Fang Yuxuan Sun Chengtian Ma Qiuyu Lu Lining Yao 26 0 0 30 May 2025
Constrained Bayesian Optimization under Bivariate Gaussian Process with Application to Cure Process Optimization Yezhuo Li Qiong Zhang Madhura Limaye Gang Li 15 0 0 30 May 2025
Soft Reasoning: Navigating Solution Spaces in Large Language Models through Controlled Embedding Exploration Qinglin Zhu Runcong Zhao Hanqi Yan Yulan He Yudong Chen Lin Gui LRM 28 0 0 30 May 2025
Bayesian Optimization from Human Feedback: Near-Optimal Regret Bounds Aya Kayal Sattar Vakili Laura Toni Da-shan Shiu A. Bernacchia 34 0 0 29 May 2025
Global optimization of graph acquisition functions for neural architecture search Yilin Xie Shiqiang Zhang Jixiang Qing Ruth Misener Calvin Tsay 52 0 0 29 May 2025
Composable Cross-prompt Essay Scoring by Merging Models Sanwoo Lee Kun Liang Yunfang Wu MoMe 53 0 0 24 May 2025
Sparse Activation Editing for Reliable Instruction Following in Narratives Runcong Zhao Chengyu Cao Qinglin Zhu Xiucheng Lv Shun Shao Lin Gui Ruifeng Xu Yulan He 49 0 0 22 May 2025
Audio Jailbreak: An Open Comprehensive Benchmark for Jailbreaking Large Audio-Language Models Zirui Song Qian Jiang Mingxuan Cui Mingzhe Li Lang Gao ... Yanbo Wang Chenxi Wang Guangxian Ouyang Zhenhao Chen Xiuying Chen AuLLM AAML 96 0 0 21 May 2025
Steering Generative Models with Experimental Data for Protein Fitness Optimization Jason Yang Wenda Chu Daniel Khalil Raul Astudillo Bruce J. Wittmann Frances H. Arnold Yisong Yue 123 2 0 21 May 2025
Introducing Instruction-Accurate Simulators for Performance Estimation of Autotuning Workloads Rebecca Pelke Nils Bosbach Lennart M. Reimann Rainer Leupers 121 0 0 19 May 2025
Make Still Further Progress: Chain of Thoughts for Tabular Data Leaderboard Si-Yang Liu Qile Zhou Han-Jia Ye LMTD LRM 101 0 0 19 May 2025
Multi-Fidelity Bayesian Optimization for Nash Equilibria with Black-Box Utilities Yunchuan Zhang Osvaldo Simeone H. Vincent Poor 52 0 0 16 May 2025
Interim Report on Human-Guided Adaptive Hyperparameter Optimization with Multi-Fidelity Sprints Michael Kamfonas 56 0 0 14 May 2025
Finite-Sample-Based Reachability for Safe Control with Gaussian Process Dynamics Manish Prajapat Johannes Köhler Amon Lahr Andreas Krause Melanie Zeilinger 207 0 0 12 May 2025
Dynamic Domain Information Modulation Algorithm for Multi-domain Sentiment Analysis Chunyi Yue Ang Li 60 0 0 10 May 2025
Dynamic Fisher-weighted Model Merging via Bayesian Optimization Sanwoo Lee Jiahao Liu Qifan Wang Jiadong Wang Xunliang Cai Yunfang Wu MoMe 462 1 0 26 Apr 2025
Exploring Pseudo-Token Approaches in Transformer Neural Processes Jose Lara-Rangel Nanze Chen Fengzhe Zhang 56 0 0 19 Apr 2025
Towards Scalable Bayesian Optimization via Gradient-Informed Bayesian Neural Networks Georgios Makrygiorgos Joshua Hang Sai Ip Ali Mesbah BDL 88 1 0 14 Apr 2025
BO-SA-PINNs: Self-adaptive physics-informed neural networks based on Bayesian optimization for automatically designing PDE solvers Rui Zhang Liang Li Stéphane Lanteri Hao Kang Jiaqi Li 68 0 0 14 Apr 2025
Frozen Layers: Memory-efficient Many-fidelity Hyperparameter Optimization Timur Carstensen Neeratyoy Mallik Frank Hutter Martin Rapp AI4CE 84 1 0 14 Apr 2025
Regularized infill criteria for multi-objective Bayesian optimization with application to aircraft design Robin Grapin Y. Diouane J. Morlier N. Bartoli T. Lefebvre P. Saves J. Bussemaker 66 9 0 11 Apr 2025
Gradient-based Sample Selection for Faster Bayesian Optimization Qiyu Wei Haowei Wang Zirui Cao Songhao Wang Richard Allmendinger Mauricio A Álvarez 89 1 0 10 Apr 2025
CRYSIM: Prediction of Symmetric Structures of Large Crystals with GPU-based Ising Machines Chen Liang Diptesh Das Jiang Guo R. Tamura Zetian Mao Koji Tsuda 47 0 0 09 Apr 2025
PriM: Principle-Inspired Material Discovery through Multi-Agent Collaboration Zheyuan Lai Yingming Pu 146 1 0 09 Apr 2025
Hyperparameter Optimisation with Practical Interpretability and Explanation Methods in Probabilistic Curriculum Learning Llewyn Salt Marcus Gallagher 72 0 0 09 Apr 2025
GOLLuM: Gaussian Process Optimized LLMs -- Reframing LLM Finetuning through Bayesian Optimization Bojana Ranković P. Schwaller BDL 483 1 0 08 Apr 2025
From Automation to Autonomy in Smart Manufacturing: A Bayesian Optimization Framework for Modeling Multi-Objective Experimentation and Sequential Decision Making Avijit Saha Asru H. Khosravi I. Imtiaz Ahmed Abdullahil Azeem 436 0 0 05 Apr 2025
Scenario Discovery for Urban Planning: The Case of Green Urbanism and the Impact on Stress Lorena Torres Lahoz C. L. Azevedo Leonardo Ancora Paulo Morgado Zenia Kotval Bruno Miranda Francisco Câmara Pereira 44 0 0 03 Apr 2025
A User-Tunable Machine Learning Framework for Step-Wise Synthesis Planning Shivesh Prakash Viki Kumar Prasad Hans-Arno Jacobsen 92 0 0 03 Apr 2025
Migrating a Job Search Relevance Function Bennett Mountain Gabriel Womark Ritvik Kharkar 45 0 0 02 Apr 2025
High Dimensional Bayesian Optimization using Lasso Variable Selection Vu Viet Hoang Hung The Tran Sunil R. Gupta Vu Nguyen 179 0 0 02 Apr 2025
Robust Unsupervised Domain Adaptation for 3D Point Cloud Segmentation Under Source Adversarial Attacks Haoyang Li Junjie Chen Yuecong Xu Kemi Ding 3DPC 89 0 0 02 Apr 2025
Explainable post-training bias mitigation with distribution-based fairness metrics Ryan Franks A. Miroshnikov 74 0 0 01 Apr 2025
Why risk matters for protein binder design Tudor-Stefan Cotet Igor Krawczuk 114 0 0 31 Mar 2025
Towards Fully Automated Decision-Making Systems for Greenhouse Control: Challenges and Opportunities Yongshuai Liu Taeyeong Choi Xin Liu AI4CE 93 0 0 27 Mar 2025
Data Mixture Optimization: A Multi-fidelity Multi-scale Bayesian Framework Thomson Yen Andrew Siah Haozhe Chen Tianyi Peng Daniel Guetta Hongseok Namkoong 80 0 0 26 Mar 2025
Fundamental Limits of Perfect Concept Erasure Somnath Basu Roy Chowdhury Avinava Dubey Ahmad Beirami Rahul Kidambi Nicholas Monath Amr Ahmed Snigdha Chaturvedi 107 1 0 25 Mar 2025
Bayesian Optimization of a Lightweight and Accurate Neural Network for Aerodynamic Performance Prediction James M. Shihua P. Saves Rhea P. Liem J. Morlier 68 0 0 25 Mar 2025
Assist-as-needed Hip Exoskeleton Control for Gait Asymmetry Correction via Human-in-the-loop Optimization Yuepeng Qian Jingfeng Xiong Haoyong Yu Chenglong Fu 55 0 0 23 Mar 2025
Offline Model-Based Optimization: Comprehensive Review Minsu Kim Jiayao Gu Ye Yuan Taeyoung Yun Ziqiang Liu Yoshua Bengio Can Chen OffRL 121 4 0 21 Mar 2025
SEEK: Self-adaptive Explainable Kernel For Nonstationary Gaussian Processes Nima Negarandeh Carlos Mora Ramin Bostanabad 101 0 0 18 Mar 2025
PIED: Physics-Informed Experimental Design for Inverse Problems Apivich Hemachandra Gregory Kang Ruey Lau Szu Hui Ng Bryan Kian Hsiang Low PINN 108 0 0 10 Mar 2025