{"total":39,"rows":[{"id":"2103.00349","title":"High-Dimensional Bayesian Optimization with Sparse Axis-Aligned Subspaces","created":"2021-02-27","cited_by_count":141,"area":null},{"id":"2402.02229","title":"Vanilla Bayesian Optimization Performs Great in High Dimensions","created":"2024-02-03","cited_by_count":92,"area":null},{"id":"2106.03609","title":"High-Dimensional Bayesian Optimisation with Variational Autoencoders and Deep Metric Learning","created":"2021-06-07","cited_by_count":54,"area":null},{"id":"2210.01628","title":"Monte Carlo Tree Search based Variable Selection for High Dimensional Bayesian Optimization","created":"2022-10-04","cited_by_count":37,"area":null},{"id":"2301.12844","title":"Are Random Decompositions all we need in High Dimensional Bayesian Optimisation?","created":"2023-01-30","cited_by_count":36,"area":null},{"id":"2406.04739","title":"A survey and benchmark of high-dimensional Bayesian optimization of discrete sequences","created":"2024-06-07","cited_by_count":23,"area":null},{"id":"2304.11787","title":"B2Opt: Learning to Optimize Black-box Optimization with Little Budget","created":"2023-04-24","cited_by_count":15,"area":null},{"id":"2208.13771","title":"Fast Bayesian Optimization of Needle-in-a-Haystack Problems using Zooming Memory-Based Initialization (ZoMBI)","created":"2022-08-26","cited_by_count":14,"area":null},{"id":"2512.00170","title":"We Still Don't Understand High-Dimensional Bayesian Optimization","created":"2025-11-28","cited_by_count":12,"area":null},{"id":"2305.19838","title":"Relaxing the Additivity Constraints in Decentralized No-Regret High-Dimensional Bayesian Optimization","created":"2023-05-31","cited_by_count":9,"area":null},{"id":"2401.02650","title":"Improving sample efficiency of high dimensional Bayesian optimization with MCMC","created":"2024-01-05","cited_by_count":9,"area":null},{"id":"2110.01387","title":"Machine Learning with Knowledge Constraints for Process Optimization of Open-Air Perovskite Solar Cell Manufacturing","created":"2021-10-01","cited_by_count":8,"area":null},{"id":"2103.08026","title":"A Scalable Gradient-Free Method for Bayesian Experimental Design with Implicit Models","created":"2021-03-14","cited_by_count":7,"area":null},{"id":"2204.13753","title":"High Dimensional Bayesian Optimization with Kernel Principal Component Analysis","created":"2022-04-28","cited_by_count":7,"area":null},{"id":"2302.08298","title":"Unleashing the Potential of Acquisition Functions in High-Dimensional Bayesian Optimization","created":"2023-02-16","cited_by_count":5,"area":null},{"id":"2302.03480","title":"A Bayesian Optimization approach for calibrating large-scale activity-based transport models","created":"2023-02-07","cited_by_count":4,"area":null},{"id":"2412.12918","title":"BOIDS: High-dimensional Bayesian Optimization via Incumbent-guided Direction Lines and Subspace Embeddings","created":"2024-12-17","cited_by_count":4,"area":null},{"id":"2412.20350","title":"Safe Bayesian Optimization for the Control of High-Dimensional Embodied Systems","created":"2024-12-29","cited_by_count":4,"area":null},{"id":"2504.01743","title":"High Dimensional Bayesian Optimization using Lasso Variable Selection","created":"2025-04-02","cited_by_count":4,"area":null},{"id":"2108.02289","title":"High dimensional Bayesian Optimization Algorithm for Complex System in Time Series","created":"2021-08-04","cited_by_count":2,"area":null},{"id":"2404.11917","title":"Expected Coordinate Improvement for High-Dimensional Bayesian Optimization","created":"2024-04-18","cited_by_count":2,"area":null},{"id":"2410.23148","title":"Navigating in High-Dimensional Search Space: A Hierarchical Bayesian Optimization Approach","created":"2024-10-30","cited_by_count":2,"area":null},{"id":"2412.16554","title":"High-Dimensional Bayesian Optimization via Random Projection of Manifold Subspaces","created":"2024-12-21","cited_by_count":2,"area":null},{"id":"2508.18423","title":"Enhancing Trust-Region Bayesian Optimization via Newton Methods","created":"2025-08-25","cited_by_count":2,"area":null},{"id":"2602.11171","title":"A Language-Guided Bayesian Optimization for Efficient LoRA Hyperparameter Search","created":"2026-01-19","cited_by_count":2,"area":null},{"id":"2108.05969","title":"Scalable3-BO: Big Data meets HPC - A scalable asynchronous parallel high-dimensional Bayesian optimization framework on supercomputers","created":"2021-08-12","cited_by_count":1,"area":null},{"id":"2201.00147","title":"High-dimensional Bayesian Optimization Algorithm with Recurrent Neural Network for Disease Control Models in Time Series","created":"2022-01-01","cited_by_count":1,"area":null},{"id":"2205.07525","title":"A model aggregation approach for high-dimensional large-scale optimization","created":"2022-05-16","cited_by_count":1,"area":null},{"id":"2309.04510","title":"Decreasing the Computing Time of Bayesian Optimization using Generalizable Memory Pruning","created":"2023-09-08","cited_by_count":1,"area":null},{"id":"2403.05425","title":"An Adaptive Dimension Reduction Estimation Method for High-dimensional Bayesian Optimization","created":"2024-03-08","cited_by_count":1,"area":null},{"id":"2408.04860","title":"High dimensional Bayesian Optimization via Condensing-Expansion Projection","created":"2024-08-09","cited_by_count":1,"area":null},{"id":"2602.14791","title":"Extending Multi-Source Bayesian Optimization With Causality Principles","created":"2026-02-16","cited_by_count":1,"area":null},{"id":"2101.05147","title":"CobBO: Coordinate Backoff Bayesian Optimization with Two-Stage Kernels","created":"2021-01-13","cited_by_count":0,"area":null},{"id":"2206.05988","title":"High-Dimensional Bayesian Optimization with Constraints: Application to Powder Weighing","created":"2022-06-13","cited_by_count":0,"area":null},{"id":"2305.14120","title":"Learning Relevant Contextual Variables Within Bayesian Optimization","created":"2023-05-23","cited_by_count":0,"area":null},{"id":"2306.04994","title":"Ambulance Demand Prediction via Convolutional Neural Networks","created":"2023-06-08","cited_by_count":0,"area":null},{"id":"2403.08131","title":"Cost-Effective Methodology for Complex Tuning Searches in HPC: Navigating Interdependencies and Dimensionality","created":"2024-03-12","cited_by_count":0,"area":null},{"id":"2403.08331","title":"Bayesian Optimization that Limits Search Region to Lower Dimensions Utilizing Local GPR","created":"2024-03-13","cited_by_count":0,"area":null},{"id":"2504.11353","title":"An Adaptive Dropout Approach for High-Dimensional Bayesian Optimization","created":"2025-04-15","cited_by_count":0,"area":null}],"next_cursor":null}