Edward Bergman
4 papers · 2023–2025 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
Venues
Top co-authors
Research topics
Keywords
hyperparameter optimization
(2)
deep learning
(1)
cross validation
(1)
early stopping
(1)
bayesian optimization
(1)
random search
(1)
expert belief
(1)
file system
(1)
random forest
(1)
automated machine learning
(1)
interactive dashboard
(1)
proxy task
(1)
optimization analysis
(1)
speedups
(1)
mlp
(1)
asynchronous multi-fidelity optimization
(1)
parallel hpo
(1)
pip install
(1)
model selection
(1)
zero-cost benchmarks
(1)
Papers
DeepCAVE: A Visualization and Analysis Tool for Automated Machine Learning
JMLR 2025
Don’t Waste Your Time: Early Stopping Cross-Validation
AutoML 2024
Fast Benchmarking of Asynchronous Multi-Fidelity Optimization on Zero-Cost Benchmarks
AutoML 2024
PriorBand: Practical Hyperparameter Optimization in the Age of Deep Learning
NeurIPS 2023