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Bayesian Optimization

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TitleStatusHype
Merge Kernel for Bayesian Optimization on Permutation Space—0
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
Efficient Learning of Vehicle Controller Parameters via Multi-Fidelity Bayesian Optimization: From Simulation to Experiment—0
ORFS-agent: Tool-Using Agents for Chip Design Optimization—0
ASPO: Constraint-Aware Bayesian Optimization for FPGA-based Soft Processors—0
Active Illumination Control in Low-Light Environments using NightHawk—0
Amortized variational transdimensional inferenceCode0
Distributional encoding for Gaussian process regression with qualitative inputs—0
VirnyFlow: A Design Space for Responsible Model DevelopmentCode0
Bridging Quantum and Classical Computing in Drug Design: Architecture Principles for Improved Molecule GenerationCode0
Test Automation for Interactive Scenarios via Promptable Traffic Simulation—0
Constrained Bayesian Optimization under Bivariate Gaussian Process with Application to Cure Process Optimization—0
Simplifying Bayesian Optimization Via In-Context Direct Optimum Sampling—0
Directed Graph Grammars for Sequence-based LearningCode1
Bayesian Optimization from Human Feedback: Near-Optimal Regret Bounds—0
Global optimization of graph acquisition functions for neural architecture search—0
BOFormer: Learning to Solve Multi-Objective Bayesian Optimization via Non-Markovian RL—0
Causal-PIK: Causality-based Physical Reasoning with a Physics-Informed Kernel—0
LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization AlgorithmsCode2
Improving LLM-based Global Optimization with Search Space PartitioningCode0
syftr: Pareto-Optimal Generative AICode3
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
Steering Generative Models with Experimental Data for Protein Fitness OptimizationCode1
Enhancing Monte Carlo Dropout Performance for Uncertainty Quantification—0
Audio Jailbreak: An Open Comprehensive Benchmark for Jailbreaking Large Audio-Language ModelsCode1
LLINBO: Trustworthy LLM-in-the-Loop Bayesian OptimizationCode1
Turbocharging Gaussian Process Inference with Approximate Sketch-and-ProjectCode0
Reasoning BO: Enhancing Bayesian Optimization with Long-Context Reasoning Power of LLMs—0
Asymptotic Performance of Time-Varying Bayesian Optimization—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
Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design—0
Comparative Analysis of Black-Box Optimization Methods for Weather Intervention Design—0
Bidirectional Information Flow (BIF) -- A Sample Efficient Hierarchical Gaussian Process for Bayesian Optimization—0
Adaptive Linear Embedding for Nonstationary High-Dimensional Optimization—0
Convergence Rates of Constrained Expected Improvement—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
A Computational Approach to Epilepsy Treatment: An AI-optimized Global Natural Product Prescription System—0
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