Luigi Nardi
13 papers · 2022–2025 · 5 conferences · across top CS/AI conferences
Achievements
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π Interdisciplinary Bridge π§ Keyword Pioneer π Conference Polyglot (5) π Cross-Pollinator (8) πΊοΈ Taxonomy Completionist (13)
π
Century Club
(13)
Conferences
NIPS (5)
ICML (3)
AUTOML (2)
ICLR (2)
UAI (1)
Top co-authors
Keywords
bayesian optimization
(6)
hyperparameter optimization
(4)
high-dimensional optimization
(3)
gaussian process
(2)
acquisition function
(2)
performance optimization
(1)
neural architecture search
(1)
posterior sampling
(1)
deep learning
(1)
information-theoretic optimization
(1)
sparse regression
(1)
black-box function
(1)
information gain
(1)
entropy search
(1)
expert belief
(1)
evolutionary strategy
(1)
proxy task
(1)
nested random subspace
(1)
combinatorial optimization
(1)
mixed space
(1)
Papers
Exploring Exploration in Bayesian Optimization
UAI 2025
CATBench: A Compiler Autotuning Benchmarking Suite for Black-box Optimization
AUTOML 2025
A Unified Framework for Entropy Search and Expected Improvement in Bayesian Optimization
ICML 2025
Understanding High-Dimensional Bayesian Optimization
ICML 2025
A General Framework for User-Guided Bayesian Optimization
ICLR 2024
Vanilla Bayesian Optimization Performs Great in High Dimensions
ICML 2024
PriorBand: Practical Hyperparameter Optimization in the Age of Deep Learning
NIPS 2023
Bounce: Reliable High-Dimensional Bayesian Optimization for Combinatorial and Mixed Spaces
NIPS 2023
Self-Correcting Bayesian Optimization through Bayesian Active Learning
NIPS 2023
LassoBench: A High-Dimensional Hyperparameter Optimization Benchmark Suite for Lasso
AUTOML 2022
Increasing the Scope as You Learn: Adaptive Bayesian Optimization in Nested Subspaces
NIPS 2022
$\pi$BO: Augmenting Acquisition Functions with User Beliefs for Bayesian Optimization
ICLR 2022
Joint Entropy Search For Maximally-Informed Bayesian Optimization
NIPS 2022