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Bayesian Optimization

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TitleStatusHype
Interpretable SHAP-bounded Bayesian Optimization for Underwater Acoustic Metamaterial Coating Design—0
Device-Free Localization Using Multi-Link MIMO Channels in Distributed Antenna Networks—0
Systematic Evaluation of Initial States and Exploration-Exploitation Strategies in PID Auto-Tuning: A Framework-Driven Approach Applied on Mobile Robots—0
Scalable Unit Harmonization in Medical Informatics Using Bi-directional Transformers and Bayesian-Optimized BM25 and Sentence Embedding Retrieval—0
Adaptive Replication Strategies in Trust-Region-Based Bayesian Optimization of Stochastic Functions—0
Dynamic Fisher-weighted Model Merging via Bayesian Optimization—0
Demonstration of an AI-driven workflow for dynamic x-ray spectroscopy—0
Latent Bayesian Optimization via Autoregressive Normalizing Flows—0
Risk-aware black-box portfolio construction using Bayesian optimization with adaptive weighted Lagrangian estimator—0
AI-Powered Agile Analog Circuit Design and Optimization—0
Interpretable Hybrid-Rule Temporal Point Processes—0
An Adaptive Dropout Approach for High-Dimensional Bayesian OptimizationCode0
Collaborative Bayesian Optimization via Wasserstein Barycenters—0
Towards Scalable Bayesian Optimization via Gradient-Informed Bayesian Neural Networks—0
Multi-objective Bayesian Optimization With Mixed-categorical Design Variables for Expensive-to-evaluate Aeronautical Applications—0
BO-SA-PINNs: Self-adaptive physics-informed neural networks based on Bayesian optimization for automatically designing PDE solversCode1
Surrogate-based optimization of system architectures subject to hidden constraintsCode0
Regularized infill criteria for multi-objective Bayesian optimization with application to aircraft design—0
Bayesian optimization for mixed variables using an adaptive dimension reduction process: applications to aircraft design—0
Deep Reinforcement Learning for Day-to-day Dynamic Tolling in Tradable Credit Schemes—0
CatCMA with Margin: Stochastic Optimization for Continuous, Integer, and Categorical VariablesCode0
Gradient-based Sample Selection for Faster Bayesian Optimization—0
CRYSIM: Prediction of Symmetric Structures of Large Crystals with GPU-based Ising MachinesCode0
The Power of the Pareto Front: Balancing Uncertain Rewards for Adaptive Experimentation in scanning probe microscopy—0
Leveraging Axis-Aligned Subspaces for High-Dimensional Bayesian Optimization with Group Testing—0
GOLLuM: Gaussian Process Optimized LLMs -- Reframing LLM Finetuning through Bayesian OptimizationCode1
AI-Assisted Transport of Radioactive Ion Beams—0
From Automation to Autonomy in Smart Manufacturing: A Bayesian Optimization Framework for Modeling Multi-Objective Experimentation and Sequential Decision Making—0
Multi-Variable Batch Bayesian Optimization in Materials Research: Synthetic Data Analysis of Noise Sensitivity and Problem Landscape Effects—0
Bayesian Optimization of Robustness Measures Using Randomized GP-UCB-based Algorithms under Input Uncertainty—0
High Dimensional Bayesian Optimization using Lasso Variable SelectionCode0
Migrating a Job Search Relevance Function—0
Why risk matters for protein binder design—0
Graph-Eq: Discovering Mathematical Equations using Graph Generative Models—0
Confidence Adjusted Surprise Measure for Active Resourceful Trials (CA-SMART): A Data-driven Active Learning Framework for Accelerating Material Discovery under Resource Constraints—0
Data Mixture Optimization: A Multi-fidelity Multi-scale Bayesian FrameworkCode0
Automated and Risk-Aware Engine Control Calibration Using Constrained Bayesian Optimization—0
Wasserstein Distributionally Robust Bayesian Optimization with Continuous ContextCode0
Causal Bayesian Optimization with Unknown Graphs—0
Optimal Parameter Adaptation for Safety-Critical Control via Safe Barrier Bayesian Optimization—0
Bayesian Optimization of a Lightweight and Accurate Neural Network for Aerodynamic Performance Prediction—0
A Framework for Finding Local Saddle Points in Two-Player Zero-Sum Black-Box Games—0
Machine Learning - Driven Materials Discovery: Unlocking Next-Generation Functional Materials -- A minireview—0
Bayesian Optimization for CVaR-based portfolio optimization—0
HAPI: A Model for Learning Robot Facial Expressions from Human PreferencesCode0
Robustness of deep learning classification to adversarial input on GPUs: asynchronous parallel accumulation is a source of vulnerability—0
Preferential Multi-Objective Bayesian Optimization for Drug Discovery—0
Aligning Crowd-sourced Human Feedback for Reinforcement Learning on Code Generation by Large Language Models—0
Exploiting Prior Knowledge in Preferential Learning of Individualized Autonomous Vehicle Driving Styles—0
Geometric Parameter Estimations of Perovskite Solar Cells Based on Optical Simulations—0
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