Lennart Schneider
7 papers · 2021–2025 · 4 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
🗺️
Taxonomy Completionist
(12)
🔥
Unstoppable · Bronze
Venues
Top co-authors
Research topics
Machine Learning
(7)
Optimization & Theory
(6)
Artificial Intelligence
(1)
Computer Science
(1)
Deep Learning
(1)
Mathematics & Optimization
(1)
Natural Language Processing
(1)
Application Areas
(1)
Applications
(1)
Architectures
(1)
Core Methods
(1)
Learning Paradigms
(1)
Learning Types
(1)
Mathematics
(1)
Optimization
(1)
Keywords
hyperparameter optimization
(4)
generalization error
(2)
quality diversity
(2)
multi-objective optimization
(2)
gaussian process
(1)
bayesian optimization
(1)
surrogate model
(1)
prompt selection
(1)
validation loss
(1)
search space
(1)
multi-fidelity optimization
(1)
population-based optimization
(1)
automated machine learning
(1)
ensemble selection
(1)
workflow automation
(1)
machine learning pipeline
(1)
benchmark data
(1)
few-shot exemplar
(1)
resampling strategy
(1)
validation error
(1)
Papers
Hyperband-based Bayesian Optimization for Black-box Prompt Selection
ICML 2025
Overtuning in Hyperparameter Optimization
AutoML 2025
Reshuffling Resampling Splits Can Improve Generalization of Hyperparameter Optimization
NeurIPS 2024
Q(D)O-ES: Population-based Quality (Diversity) Optimisation for Post Hoc Ensemble Selection in AutoML
AutoML 2023
Tackling Neural Architecture Search With Quality Diversity Optimization
AutoML 2022
YAHPO Gym - An Efficient Multi-Objective Multi-Fidelity Benchmark for Hyperparameter Optimization
AutoML 2022
mlr3pipelines - Flexible Machine Learning Pipelines in R
JMLR 2021