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Bayesian Optimization

122 directly classified papers

Papers per year

Papers

Model Fusion through Bayesian Optimization in Language Model Fine-Tuning NIPS 2024
Graph Bayesian Optimization for Multiplex Influence Maximization AAAI 2024
Inversion-based Latent Bayesian Optimization NIPS 2024
Learning Regions of Interest for Bayesian Optimization with Adaptive Level-Set Estimation ICML 2023
Batch Bayesian Optimization For Replicable Experimental Design NIPS 2023
Advancing Bayesian Optimization via Learning Correlated Latent Space NIPS 2023
Bayesian Optimization-Based Combinatorial Assignment AAAI 2023
Multi-Fidelity Bayesian Optimization with Unreliable Information Sources AISTATS 2023
PROTES: Probabilistic Optimization with Tensor Sampling NIPS 2023
Contextual Gaussian Process Bandits with Neural Networks NIPS 2023
On the Sublinear Regret of GP-UCB NIPS 2023
Efficient Distributionally Robust Bayesian Optimization with Worst-case Sensitivity ICML 2022
Bayesian Optimization over Permutation Spaces AAAI 2022
Generalizing Bayesian Optimization with Decision-theoretic Entropies NIPS 2022
Human-AI Collaborative Bayesian Optimisation NIPS 2022
Movement Penalized Bayesian Optimization with Application to Wind Energy Systems NIPS 2022
Local Bayesian optimization via maximizing probability of descent NIPS 2022
Bayesian Optimistic Optimization: Optimistic Exploration for Model-based Reinforcement Learning NIPS 2022
Bayesian Optimisation for Active Monitoring of Air Pollution AAAI 2022
A Simple Approach to Automated Spectral Clustering NIPS 2022
Batch Bayesian Optimization on Permutations using the Acquisition Weighted Kernel NIPS 2022
Joint Entropy Search for Multi-Objective Bayesian Optimization NIPS 2022
Increasing the Scope as You Learn: Adaptive Bayesian Optimization in Nested Subspaces NIPS 2022
SnAKe: Bayesian Optimization with Pathwise Exploration NIPS 2022
Bayesian Optimization over Discrete and Mixed Spaces via Probabilistic Reparameterization NIPS 2022