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Bayesian Optimization

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TitleStatusHype
Lightweight Federated Learning over Wireless Edge Networks—0
Blind Targeting: Personalization under Third-Party Privacy Constraints—0
Reinforcement Learning Increases Wind Farm Power Production by Enabling Closed-Loop Collaborative ControlCode0
Machine-Learning-Assisted Photonic Device Development: A Multiscale Approach from Theory to Characterization—0
Feasibility-Driven Trust Region Bayesian Optimization—0
Bayesian Optimization with Inexact Acquisition: Is Random Grid Search Sufficient?—0
Fast Bayesian Optimization of Function Networks with Partial EvaluationsCode0
The Gittins Index: A Design Principle for Decision-Making Under Uncertainty—0
ORFS-agent: Tool-Using Agents for Chip Design Optimization—0
Efficient Learning of Vehicle Controller Parameters via Multi-Fidelity Bayesian Optimization: From Simulation to Experiment—0
ASPO: Constraint-Aware Bayesian Optimization for FPGA-based Soft Processors—0
Active Illumination Control in Low-Light Environments using NightHawk—0
Distributional encoding for Gaussian process regression with qualitative inputs—0
Amortized variational transdimensional inferenceCode0
VirnyFlow: A Design Space for Responsible Model DevelopmentCode0
Test Automation for Interactive Scenarios via Promptable Traffic Simulation—0
Bridging Quantum and Classical Computing in Drug Design: Architecture Principles for Improved Molecule GenerationCode0
Constrained Bayesian Optimization under Bivariate Gaussian Process with Application to Cure Process Optimization—0
Global optimization of graph acquisition functions for neural architecture search—0
Bayesian Optimization from Human Feedback: Near-Optimal Regret Bounds—0
Simplifying Bayesian Optimization Via In-Context Direct Optimum Sampling—0
Causal-PIK: Causality-based Physical Reasoning with a Physics-Informed Kernel—0
BOFormer: Learning to Solve Multi-Objective Bayesian Optimization via Non-Markovian RL—0
Improving LLM-based Global Optimization with Search Space PartitioningCode0
T^2Agent A Tool-augmented Multimodal Misinformation Detection Agent with Monte Carlo Tree Search—0
Composable Cross-prompt Essay Scoring by Merging Models—0
Spectral Mixture Kernels for Bayesian Optimization—0
HiLAB: A Hybrid Inverse-Design Framework—0
Few-Shot Test-Time Optimization Without Retraining for Semiconductor Recipe Generation and Beyond—0
Enhancing Monte Carlo Dropout Performance for Uncertainty Quantification—0
Asymptotic Performance of Time-Varying Bayesian Optimization—0
Turbocharging Gaussian Process Inference with Approximate Sketch-and-ProjectCode0
Reasoning BO: Enhancing Bayesian Optimization with Long-Context Reasoning Power of LLMs—0
Data-Efficient Automatic Shaping of Liquid Droplets on an Air-Ferrofluid Interface with Bayesian Optimization—0
Wasserstein Barycenter Gaussian Process based Bayesian Optimization—0
Adaptive Linear Embedding for Nonstationary High-Dimensional Optimization—0
Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design—0
Comparative Analysis of Black-Box Optimization Methods for Weather Intervention Design—0
Convergence Rates of Constrained Expected Improvement—0
Bidirectional Information Flow (BIF) -- A Sample Efficient Hierarchical Gaussian Process for Bayesian Optimization—0
Interim Report on Human-Guided Adaptive Hyperparameter Optimization with Multi-Fidelity Sprints—0
Combining Bayesian Inference and Reinforcement Learning for Agent Decision Making: A Review—0
Interpretable SHAP-bounded Bayesian Optimization for Underwater Acoustic Metamaterial Coating Design—0
A Computational Approach to Epilepsy Treatment: An AI-optimized Global Natural Product Prescription System—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
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