acquisition function

A²LC: Active and Automated Label Correction for Semantic Segmentation AAAI 2026 DABO: Difficulty-Aware Bayesian Optimization with Diffusion-Learned Priors CVPR 2026 Function-on-Function Bayesian Optimization AAAI 2026 Information Theoretic Bayesian Optimization over the Probability Simplex UAI 2026 Active Learning with Selective Time-Step Acquisition for PDEs ICML 2025 Adaptive Sampling to Reduce Epistemic Uncertainty Using Prediction Interval-Generation Neural Networks AAAI 2025 Adjusted Expected Improvement for Cumulative Regret Minimization in Noisy Bayesian Optimization JMLR 2025 A Trajectory-Based Bayesian Approach to Multi-Objective Hyperparameter Optimization with Epoch-Aware Trade-Offs UAI 2025 Bayesian Optimization with Inexact Acquisition: Is Random Grid Search Sufficient? UAI 2025 Constrained Preferential Bayesian Optimization and Its Application in Banner Ad Design IJCAI 2025 EcoTune: Token-Efficient Multi-Fidelity Hyperparameter Optimization for Large Language Model Inference EMNLP 2025 Expected Hypervolume Improvement Is a Particular Hypervolume Improvement AAAI 2025 Exploring Exploration in Bayesian Optimization UAI 2025 Fast Bayesian Optimization of Function Networks with Partial Evaluations AutoML 2025 Finding Interior Optimum of Black-box Constrained Objective with Bayesian Optimization UAI 2025 FunBO: Discovering Acquisition Functions for Bayesian Optimization with FunSearch ICML 2025 Global Optimization of Gaussian Process Acquisition Functions Using a Piecewise-Linear Kernel Approximation AISTATS 2025 High Dimensional Bayesian Optimization using Lasso Variable Selection AISTATS 2025 Hyperparameter Optimization via Interacting with Probabilistic Circuits AutoML 2025 Optimistic Games for Combinatorial Bayesian Optimization with Application to Protein Design ICLR 2025 Optimizing Posterior Samples for Bayesian Optimization via Rootfinding ICLR 2025 PABBO: Preferential Amortized Black-Box Optimization ICLR 2025 Regional Expected Improvement for Efficient Trust Region Selection in High-Dimensional Bayesian Optimization AAAI 2025 Trading Off Quality and Uncertainty Through Multi-Objective Optimisation in Batch Bayesian Optimisation AAAI 2025 Accelerating Look-ahead in Bayesian Optimization: Multilevel Monte Carlo is All you Need ICML 2024