Matthias Poloczek
9 papers
· 2017–2025
· 3 conferences
· across top CS/AI conferences
Achievements
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
Scalable Constrained Bayesian Optimization
AISTATS 2021
Bayesian Optimization with Gradients
NIPS 2017
Multi-Information Source Optimization
NIPS 2017