Bayesian Optimization

Ask about this topic

Momentum

13 papers in the last four weeks, up 160% on the four weeks before. 0.1% of all new papers.

Jul 13Week of Sep 28
View on map

Latest papers 109

All topics
CardsList

  1. Agentic High-Dimensional Bayesian Optimization with Hypothesis- and Evidence-Guided Search

    Sep 28, 2026Zhixuan Gao, Ke Xue, Rongxi Tan +2Bayesian OptimizationAgentic Optimization

    State Key Laboratory of Novel Software Technology, Nanjing University · School of Artificial Intelligence, Nanjing University

  2. Bayesian Active Learning for Intent Disambiguation in Interactive Robot Planning

    Sep 28, 2026Huao Li, Carson Sobolewski, Augustinos Saravanos +3Robot PlanningAgentic Reasoning

    Massachusetts Institute of Technology, Cambridge, MA, USA · GE Vernova

  3. BOReFT: Manifold Steering of Language Models for Black-box Optimization

    Sep 27, 2026Dhruv Agarwal, Rico Angell, Kavitha Srinivas +4Bayesian OptimizationBlack-Box Optimization

    University of Massachusetts Amherst · New York University · IBM Research +1

  4. MF-SCBO : Multi-fidelity Scalable Constrained Bayesian Optimization

    Sep 24, 2026Lucas Palazzolo, Mickaël Binois, Laëtitia GiraldiMulti-FidelityBayesian Optimization

    Université Côte d’Azur, Inria, Calisto team, Sophia Antipolis, France · Université Côte d’Azur, Inria, Acumes team, CNRS, LJAD, Sophia Antipolis, France

  5. BOBA: Dynamic Bayesian Optimization through Bayesian Active Inference

    Sep 22, 2026Merlin Angel Kelly, Rishan Patel, Alexander Thomas +4Bayesian OptimizationBlack-Box Optimization

    Department of Computer Science UCL Aspire Create University College London · Department of Electronic and Electrical Engineering University College London · UCL Aspire Create University College London

  6. In-Context Guidance: Learning Inter-Task Synergies via Numerical Foundational Models for Few-Shot Multitask Optimization

    Sep 22, 2026Tingyang Wei, Haofeng Wu, Jiao Liu +3Multi--Task LearningMulti-Objective Optimization

    College of Computing and Data Science, Nanyang Technological University, Singapore · Institute of Advanced Intelligence and Computing, Agency for Science, Technology and Research, Singapore · Singapore Institute of Manufacturing Technology (SIMTech), Agency for Science, Technology and Research, Singapore +1

  7. Online Automated Algorithm Design with Large Language Models

    Sep 21, 2026Zhiyao Zhang, Yichen Li, Xingyu Wu +2Automated Heuristic DesignBayesian Optimization

    Department of Data Science and Artificial Intelligence The Hong Kong Polytechnic University, Hong Kong SAR 999077, China · College of Computer Science, Chongqing University, Chongqing 400044, China

  8. JAREX: An Acquisition Function for Multi-Objective Algorithmic Process Characterization

    Sep 21, 2026Xinyang Li, Kevin Stone, Ajit VikramBayesian OptimizationAcquisition

    Pharmaceutical Analysis & Digital Technologies, Merck & Co., Inc., Rahway, New Jersey, 07065, United States

  9. Causal Bayesian Optimization: Foundations, Methods, and Applications

    Sep 21, 2026Chenfeng Huang, Thuy T. Le, Zixuan Ma +1Bayesian OptimizationCausal Inferences

    Department of Statistics & Data Science University of California, Los Angeles · Department of Mathematics and Statistics California State University, Long Beach · Department of Mathematics North Carolina State University

  10. Online Adaptive Kernel Mixing for Gaussian Process Decision Making

    Sep 17, 2026Kavin Aravindan, Mani Tej Sriram, Gautam Dasarathy +1Gaussian ProcessKernel Method

    International Institute of Information Technology, Hyderabad · Arizona State University

  11. Search at the Cost of Sampling: Nearly-Instant Latent Space Bayesian Optimization

    Sep 16, 2026Donney Fan, Colin Doumont, Aleksandra Kalisz +4Bayesian OptimizationGenerative Models

    University of British Columbia · Vector Institute · Tübingen AI Center +3

  12. Bayesian Optimization with Rich Auxiliary Information via LLMs

    Sep 16, 2026Tejus Gupta, Efe Mert Karagözlü, Rohit Sonker +2Bayesian OptimizationOptimization Modeling

    School of Computer Science Carnegie Mellon University Pittsburgh, PA 15213

  13. A Decade of Bayesian Optimization for Controller Tuning and Robot Learning: Tutorial, Review, and Future Prospects

    Sep 8, 2026David Stenger, Paul Brunzema, Johanna Menn +3Bayesian OptimizationControl Architecture

    RWTH Aachen University, Aachen, Germany · University of Technology Nuremberg, Nuremberg, Germany · Technical University of Munich, Munich, Germany

  14. No-Regret Bayesian Optimization with Finite-Library Input-Warped Kernels

    Sep 2, 2026Edvin Ketabati Augustinsson, Robert A. BridgesBayesian OptimizationGaussian Process

    AI Sweden, Gothenburg, Sweden

  15. State of Health Estimation using Convolutional and Bidirectional LSTM Neural Networks tuned by Bayesian Optimization

    Aug 31, 2026Panagiotis Eleftheriadis, Foivos Georgios Kyrgios, Sonia LevaCnn-LstmBidirectional Long Short-Term Memory

    Department of Energy, Politecnico di Milano, via Lambruschini 4a, 20156 Milano, Italy

  16. Enhancing Bayesian Optimization and Active Learning Through Kernel Diversity

    Aug 25, 2026Heng Zhang, Haotian Xiang, Konstantinos D. Polyzos +2Bayesian OptimizationActive Learning

    University of Georgia, Athens, GA, USA · University of California San Diego, La Jolla, CA, USA

  17. Finding the Needle in a Haystack: Test-Time Analog Circuit Representation Adaptation for Bayesian Optimization

    Aug 13, 2026Fin Amin, Sounak Dutta, Paul D. FranzonBayesian OptimizationAnalog Design

    Department of Electrical and Computer Engineering, North Carolina State University, Raleigh, NC, USA

  18. Can Bayesian Optimization Efficiently Find a Strong Single Expert in Neural Thickets?

    Aug 11, 2026Nigel Bastian Cendra, Abdelhamid Ezzerg, Fernando Julio Cendra +2Large Language Model TrainingGradient-Based Optimization

    University College London · Institut Polytechnique de Paris · University of Oxford

  19. Adaptive KappaSharp: Condition-Number Shaping for Preferential Bayesian Optimization

    Aug 8, 2026Ketong Shao, Jialu Wang, Xuekai Pei +1Bayesian OptimizationHessian

    University of California, Berkeley · 2Independent · 3Wuhan University

  20. Active Learning Guided Design Space Refinement for Scalable Multi-Objective Bayesian Optimization in Materials Discovery

    Aug 5, 2026Alexandros Ntagiantas, Panagiotis Tsilimidos, George Giannakopoulos +2Bayesian OptimizationData-Driven Materials Discovery

    National Centre for Scientific Research “Demokritos”

  21. Out-Of-The-Loop Multi-Fidelity Bayesian Optimization

    Aug 4, 2026Gustavo Sutter, Hao Wang, Luis Ricardez-Sandoval +2Multi-FidelityBayesian Optimization

    Cheriton School of Computer Science, University of Waterloo, Waterloo, ON, Canada · Vector Institute, Toronto, ON, Canada · Department of Chemical Engineering, University of Waterloo, Waterloo, ON, Canada +2

  22. Exploiting Separability in Multi-Scale Grey-Box Bayesian Optimization

    Aug 4, 2026Joshua E. Hammond, Tyler A. Soderstrom, Brian A. Korgel +1Black-Box OptimizationBayesian Optimization

    McKetta Department of Chemical Engineering, The University of Texas at Austin, 200 E. Dean Keaton St. Stop C0400, Austin, Texas 78712, USA · ExxonMobil Technology and Engineering, 22777 Springwoods Village Pkwy, Spring, Texas 77389, USA · Energy Institute, The University of Texas at Austin, 2304 Whitis Ave. Stop C2400, Austin, Texas 78712, USA +1

  23. Adaptive Sampling for Automated Post-Disaster Rapid Damage Assessment via Level-Set Cost-Aware Bayesian Optimization

    Aug 3, 2026Boyang Xu, Mostafa Reisi Gahrooei, Mohammad Ilbeigi +1Post-Disaster Damage AssessmentDisaster Response

    School of Computing and Augmented Intelligence, Arizona State University · Department of Industrial and Systems Engineering, University of Florida · Department of Civil, Environmental and Ocean Engineering, Stevens Institute of Technology

  24. DASH: Decoupled Adaptive Surrogate - Acquisition Harness for Automated Bayesian Optimization

    Aug 1, 2026Changquan Zhao, Yuxiang Sun, Ruihao Zhu +2Bayesian OptimizationSurrogates

    Global College, Shanghai Jiao Tong University, Shanghai, China · Antai College of Economics and Management, Shanghai Jiao Tong University, Shanghai, China · SC Johnson College of Business, Cornell University, Ithaca, NY, USA

  25. BayesSeg: A Bayesian Optimization Framework for State Segmentation of Electricity Consumption Time Series

    Aug 1, 2026Zhenya Zhang, Wendi Zhu, Ping Wang +2Bayesian OptimizationPac-Bayesian Theory

    Anhui Province Key Laboratory of Intelligent Building & Building Energy Saving, Anhui Jianzhu University, Hefei 230022, China · School of Electronic and Information Engineering, Anhui Jianzhu University, Hefei 230022, China · School of Economics and Management, Anhui Jianzhu University, Hefei 230022, China +1

  26. Agentic Bayesian Optimization through Surrogate-Augmented Autoresearch

    Jul 31, 2026Paul Brunzema, Louis Tiao, Nhat Le +3Bayesian OptimizationAgentic Optimization

    Meta · RWTH Aachen University, Germany

  27. Frugal Bayesian Optimization: Scalable Surrogates for Data- and Resource-Limited Discovery

    Jul 31, 2026Panagiotis Krokidas, Christoforos Rekatsinas, Vassilis Sioros +3Bayesian OptimizationSurrogate Models

    Institute of Informatics and Telecommunications, National Centre for Scientific Research "Demokritos", Agia Paraskevi, Greece. · Department of Mechanical Engineering and Aeronautics, University of Patras, Patras Greece. · Department of Informatics and Telecommunications, National and Kapodistrian University of Athens, Athens, Greece. +4

  28. Robust Wavelength Selection for Partial Least Squares Sugar Content Estimation Using Combinatorial Bayesian Optimization

    Jul 30, 2026Mitsunobu Kanebako, Ami S. Koshikawa, Masaru Hitomi +4Least SquaresLaser-Induced Breakdown Spectroscopy

    Graduate School of Information Sciences, Tohoku University, Miyagi 980-8564, Japan · DIC Corporation, Tokyo 103-8233, Japan · Department of Physics, Institute of Science Tokyo, Tokyo 152-8551, Japan +2

  29. Efficient Heteroscedastic Bayesian Optimization for Risk-Aware AutoRL

    Jul 29, 2026Mingxuan Che, Tsung-Yuan Tseng, Theresa Eimer +2Multi-Objective Bayesian Optimization AlgorithmsBayesian Optimization

    Leibniz University Hannover · CARIAD SE · University of Wuppertal +2

  30. Cost-Aware Recovery-Pathway Identification and Bayesian Optimization for Autonomous Materials Discovery

    Jul 26, 2026Debajyoti Ray, Niranjan SrinivasMulti-Objective Bayesian Optimization AlgorithmsBayesian Optimization

    Coactive Science

  31. Constraint-Bound Agnostic Bayesian Optimization: One Model for All Thresholds

    Jul 26, 2026Jin Wang, Xi Lin, Handing WangBayesian OptimizationConstrained Optimization

    School of Artificial Intelligence, Xidian University, China · School of Mathematics and Statistics, Xi’an Jiaotong University, China

  32. NeurGO: Learning to Generate Elite Candidates for Meta-Black-Box Expensive Optimization

    Jul 26, 2026Jintao He, Huixiang Zhen, Wenyin GongBlack-Box OptimizationBayesian Optimization

    China University of Geosciences, Wuhan, China

  33. Transfer Learning Architectures for Scalable Multi-Fidelity Bayesian Optimization

    Jul 26, 2026Jaewook Lee, Ethan Errington, Christian D. Lorenz +1Bayesian OptimizationGaussian Process

    Department of Engineering, King’s College London, London, WC2R 2LS, United Kingdom.

  34. Optimization of time-consuming experimental conditions using pseudo-experimental data guided by adaptive polynomial regression

    Jul 24, 2026Hirotaka Sugawara, Yujin Taguchi, Kei Minagawa +3Bayesian OptimizationSurrogate Models

    1Graduate School of Science and Technology, Keio University, Kanagawa, Japan · Department of Biosciences and Informatics, Keio University, Kanagawa, Japan

  35. Reliability-Aware Bayesian Optimization of 1310 nm PCSELs with FDTD Verification

    Jul 23, 2026Jinglin Yu, Feiyang Wu, Longying Wen +3NanophotonicBayesian Optimization

    School of Science and Engineering (SSE), The Chinese University of Hong Kong, Shenzhen, Shenzhen 518172, China · Nick Holonyak Micro and Nanotechnology Laboratory, University of Illinois Urbana-Champaign, Urbana, IL 61801 USA

  36. Expert-Guided Forecast Editing for Time-Series Foundation Models

    Jul 22, 2026Hung Le, Minh Hoang Nguyen, Manh Nguyen +2Time Series Foundation ModelsData-Driven Forecasting

    Deakin Applied Artifical Intelligence Initiative Deakin University, Australia

  37. Agentic Calibration of Grey-Box Simulation Models: An LLM-Driven Alternative

    Jul 17, 2026David Gómez-Guillén, Mireia Diaz, Josep Lluis Arcos +1User SimulationBayesian Optimization

    Unit of Infections and Cancer – Information and Interventions (UNIC-I&I), Cancer Epidemiology Research Program, Catalan Institute of Oncology-IDIBELL, L’Hospitalet de Llobregat, Spain · Autonomous University of Barcelona (UAB), Spain · Centro de Investigación Biomédica en Red de Epidemiología y Salud Pública (CIBERESP), Ministerio de Ciencia, Innovación y Universidades, Madrid, Spain +1

  38. Collaborative Spatial Learning with Multi-LLM Agents in Networked Social Experiments

    Jul 16, 2026Hao He, Chris J. Kuhlman, Xinwei DengMulti-Llm AgentsBringing Network Coding

    Department of Statistics, Virginia Tech, Blacksburg, VA, USA · Advanced Research Computing, Virginia Tech, Blacksburg, VA, USA

  39. Maximally Robust Satisficing Bayesian Optimization

    Jul 15, 2026Samuli Kinnunen, Petrus Mikkola, Antti Niskanen +1Bayesian OptimizationRobust Optimization

    Department of Computer Science, University of Helsinki, Finland · ASM International N.V.

  40. Privacy-Aware Collaborative and Distributed Bayesian Optimization

    Jul 13, 2026Aditya Rane, Sathwik Yamana, Paritosh Ramanan +2Decentralized OptimizationBayesian Optimization

    School of Industrial Engineering and Management Oklahoma State University, Stillwater, OK, USA

  41. tidyHEBO: Robust General-Purpose Bayesian Optimization with Model-Consistent Warping and Pareto Search

    Jul 12, 2026L. A. Zhukov, E. V. Shaburova, D. V. AntonetsBayesian OptimizationStationarity

    AI Center MSU, Lomonosov Moscow State University, Moscow, Russia · MSU Institute for Artificial Intelligence, Lomonosov Moscow State University, Moscow, Russia

  42. Pitfalls and Remedies for Multi-Task Bayesian Optimization

    Jul 10, 2026Carl Hvarfner, Sam Daulton, Max Balandat +1Bayesian OptimizationGaussian Process

    Meta

  43. Bayesian Optimization of Genetic Algorithm Hyperparameters in a Multi-Fidelity Framework for Efficient Lattice Material Design

    Jul 8, 2026Sergei Zorkaltsev, Maciej Haranczyk, Christina SchenkBayesian OptimizationMulti-Fidelity

    1IMDEA Materials Institute, Eric Kandel 2, Getafe, 28906, Madrid, Spain. · Department of Materials Science and Engineering and Chemical Engineering, Universidad Carlos III de Madrid, Av. Universidad 90, Leganes, 28911, Madrid, Spain.

  44. Safe Bayesian Optimization with Counterfactual Policies

    Jul 6, 2026Katherine Avery, Bruno Castro da Silva, David JensenBayesian OptimizationSafety Constraints

    College of Computer Science University of Massachusetts Amherst Amherst, MA 01002

  45. How Many Initial Points Does Bayesian Optimization Need?

    Jul 5, 2026Mujin Cheon, James Odgers, Dong-Yeun Koh +1Bayesian OptimizationThompson Sampling

    Korea Advanced Institute of Science & Technology (KAIST) · HayanMind Inc. · Technical University of Nuremberg (UTN) +3

  46. Sample-Efficient Pareto Front Modeling for Energy-Aware Reinforcement Learning Using Bayesian Optimization

    Jul 3, 2026Georg Schäfer, Jakob Rehrl, Stefan Huber +1Multi-Objective Reinforcement LearningEnergy-Efficient

    Josef Ressel Centre for Intelligent and Secure Industrial Automation, Salzburg University of Applied Sciences, Salzburg, Austria · Department of Artificial Intelligence and Human Interfaces, Paris Lodron University of Salzburg, Salzburg, Austria

  47. B3O: Scalable Boltzmann Batch Bayesian Optimization

    Jun 29, 2026Maximilian Bloor, Liyuan Xu, Hrvoje Stojic +1Bayesian Optimization

    Imperial College London London, UK · Secondmind Cambridge, UK

  48. BOWConnect: Parallel Bayesian Optimization over Windows with Learned Local Cost Maps for Sample-Efficient Kinodynamic Motion Planning

    Jun 25, 2026Sourav Raxit, Abdullah Al Redwan Newaz, Jose Fuentes +1PlanningBayesian Optimization

    Department of Computer Science, Louisiana State University New Orleans, New Orleans, LA 70148, USA · Knight Foundation School of Computing and Information Sciences, Florida International University, Miami, FL 33199, USA

  49. A Comparative Study of Bayesian Contextual Bandits for Real-Time Warehouse Sorter Optimization

    Jun 22, 2026Tina Dongxu Li, Mouhacine Benosman, Ken Meszaros +1Bayesian OptimizationContextual Bandit Framework

    Amazon.com, USA

  50. GRIMIP: A General Framework for Instance-Specific Configuration of MIP Solvers Using LLMs

    Jun 22, 2026Yidong Luo, Xuemin Chen, Chenguang Wang +3Mixed-Integer ProgrammingOptimization Modeling

    School of Data Science, The Chinese University of Hong Kong, Shenzhen · School of Science and Engineering, The Chinese University of Hong Kong, Shenzhen · Noah’s Ark Lab, Huawei

  51. SVGym (SciVerseGym): An Environment for Reinforcement Learning and Bayesian Optimization in Crystal Discovery

    Jun 21, 2026Bin CaoCrystalData-Driven Materials Discovery

    The Hong Kong University of Science and Technology (Guangzhou), China · Huawei Noah’s Ark Lab, UK

  52. A Human-in-the-Loop Bayesian Optimization Framework for Constraint-Aware Bioprocess Development

    Jun 17, 2026Samuel Stricker, Claus Wirnsperger, Alessandro Butté +4Bayesian OptimizationPareto Frontier

    Department of Chemical Engineering Imperial College London London SW7 2AZ · DataHow AG 8050 Zurich · Department of Chemistry and Applied Biosciences ETH Zurich Zurich 8093

  53. Range-Aware Bayesian Optimization for Discovering Diverse Designs within Target Property Windows

    Jun 10, 2026Shengli Jiang, Jason Wu, Charles M. Schroeder +1Multi-Objective Bayesian Optimization AlgorithmsBayesian Optimization

    Department of Chemical and Biological Engineering, Princeton University, Princeton, NJ 08540, USA

  54. Bayesian Optimization for Learning Nonlinear MPC in Autonomous Agent Navigation

    Jun 8, 2026Lorenzo Ortolani, Gabriel Voss, Gabriele Beltrami +2Autonomous NavigationModel Predictive Control

    Talos Robotics AI Milan, Italy

  55. In-Context Learning for Latent Space Bayesian Optimization

    Jun 8, 2026Tuan A. Vu, Harri Lähdesmäki, Julien MartinelliBayesian OptimizationMolecular Optimization

    Aalto University

  56. Bayesian Optimization of a Multi-Product Chemical Reactor Using Composite Models and Partial Physics Knowledge

    Jun 7, 2026Liqiu Dong, Marta Zagórowska, Mehmet MercangözChemical Process SystemsBayesian Optimization

    Department of Chemical Engineering, Imperial College London, London, UK · DCSC, Delft University of Technology, Delft, Netherlands

  57. Improving Bayesian Optimization via Training-Aware Conditional Diffusion Models

    Jun 7, 2026Yilin Zheng, Haowei Wang, Szu Hui Ng +1Bayesian OptimizationText-Conditioned Diffusion Model

    National University of Singapore · Singapore · Georgia Institute of Technology +1

  58. αα-PFN: Fast Entropy Search via In-Context Learning

    Jun 5, 2026Herilalaina Rakotoarison, Steven Adriaensen, Tom Viering +4Bayesian OptimizationSearch Algorithms

    University of Helsinki · University of Freiburg · Delft University of Technology +2

  59. Local Preferential Bayesian Optimization

    Jun 1, 2026Johanna Menn, Miriam Kober, Paul Brunzema +2Multi-Objective Bayesian Optimization AlgorithmsBayesian Optimization

    Institute for Data Science in Mechanical Engineering, RWTH Aachen University, Aachen, Germany · Department of Clinical Research, University of Bern, Bern, Switzerland · Center for Reproducible Science and Research Synthesis, University of Zurich, Zurich, Switzerland +1

  60. Transferring Information Across Interventions in Causal Bayesian Optimization

    May 31, 2026Mohammad Ali JavidianBayesian OptimizationCausal Representation Learning

    Computer Science Department Appalachian State University Boone, USA