Matthias Poloczek
9 papers · 2017–2025 · 3 conferences · across top CS/AI conferences
Achievements
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π§ Keyword Pioneer π£ Hot Topic Early Bird π Conference Polyglot (3) π Academic Marathon (8) π Cross-Pollinator (13)
πΊοΈ
Taxonomy Completionist
(13)
π
Interdisciplinary Bridge
π
Keyword Champion
(4)
π
Trend Setter
Conferences
NIPS (5)
ICML (3)
AISTATS (1)
Top co-authors
Keywords
bayesian optimization
(8)
high-dimensional optimization
(4)
black-box function
(3)
acquisition function
(3)
gaussian process
(3)
hyperparameter optimization
(2)
combinatorial optimization
(2)
knowledge gradient
(1)
multi-fidelity optimization
(1)
subspace embedding
(1)
local model
(1)
sample-efficient optimization
(1)
information source
(1)
nested random subspace
(1)
derivative information
(1)
multi-information source optimization
(1)
mixed space
(1)
sample efficiency
(1)
black-box optimization
(1)
semidefinite programming
(1)
Papers
Understanding High-Dimensional Bayesian Optimization
ICML 2025
Bounce: Reliable High-Dimensional Bayesian Optimization for Combinatorial and Mixed Spaces
NIPS 2023
Increasing the Scope as You Learn: Adaptive Bayesian Optimization in Nested Subspaces
NIPS 2022
Scalable Constrained Bayesian Optimization
AISTATS 2021
Scalable Global Optimization via Local Bayesian Optimization
NIPS 2019
A Framework for Bayesian Optimization in Embedded Subspaces
ICML 2019
Bayesian Optimization of Combinatorial Structures
ICML 2018
Bayesian Optimization with Gradients
NIPS 2017
Multi-Information Source Optimization
NIPS 2017