Nardi, Luigi

15 publications

ICML 2025 A Unified Framework for Entropy Search and Expected Improvement in Bayesian Optimization Nuojin Cheng, Leonard Papenmeier, Stephen Becker, Luigi Nardi

AutoML 2025 CATBench: A Compiler Autotuning Benchmarking Suite for Black-Box Optimization Jacob O Tørring, Carl Hvarfner, Luigi Nardi, Magnus Själander

UAI 2025 Exploring Exploration in Bayesian Optimization Leonard Papenmeier, Nuojin Cheng, Stephen Becker, Luigi Nardi

ICML 2025 Understanding High-Dimensional Bayesian Optimization Leonard Papenmeier, Matthias Poloczek, Luigi Nardi

ICLR 2024 A General Framework for User-Guided Bayesian Optimization Carl Hvarfner, Frank Hutter, Luigi Nardi

ICML 2024 Vanilla Bayesian Optimization Performs Great in High Dimensions Carl Hvarfner, Erik Orm Hellsten, Luigi Nardi

NeurIPS 2023 Bounce: Reliable High-Dimensional Bayesian Optimization for Combinatorial and Mixed Spaces Leonard Papenmeier, Luigi Nardi, Matthias Poloczek

NeurIPS 2023 PriorBand: Practical Hyperparameter Optimization in the Age of Deep Learning Neeratyoy Mallik, Edward Bergman, Carl Hvarfner, Danny Stoll, Maciej Janowski, Marius Lindauer, Luigi Nardi, Frank Hutter

NeurIPS 2023 Self-Correcting Bayesian Optimization Through Bayesian Active Learning Carl Hvarfner, Erik Hellsten, Frank Hutter, Luigi Nardi

ICLR 2022 $\pi$BO: Augmenting Acquisition Functions with User Beliefs for Bayesian Optimization Carl Hvarfner, Danny Stoll, Artur Souza, Marius Lindauer, Frank Hutter, Luigi Nardi

NeurIPS 2022 Increasing the Scope as You Learn: Adaptive Bayesian Optimization in Nested Subspaces Leonard Papenmeier, Luigi Nardi, Matthias Poloczek

NeurIPS 2022 Joint Entropy Search for Maximally-Informed Bayesian Optimization Carl Hvarfner, Frank Hutter, Luigi Nardi

AutoML 2022 LassoBench: A High-Dimensional Hyperparameter Optimization Benchmark Suite for Lasso Kenan Šehić, Alexandre Gramfort, Joseph Salmon, Luigi Nardi

NeurIPSW 2022 PriorBand: HyperBand + Human Expert Knowledge Neeratyoy Mallik, Carl Hvarfner, Danny Stoll, Maciej Janowski, Eddie Bergman, Marius Lindauer, Luigi Nardi, Frank Hutter

ECML-PKDD 2021 Bayesian Optimization with a Prior for the Optimum Artur L. F. Souza, Luigi Nardi, Leonardo B. Oliveira, Kunle Olukotun, Marius Lindauer, Frank Hutter