Edward Bergman

4 papers · 2023–2025 · 3 conferences · across top CS/AI conferences

Achievements

🌍 Conference Polyglot (3) 🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🐝 Cross-Pollinator (15)

Conferences

AUTOML (2) JMLR (1) NIPS (1)

Top co-authors

Frank Hutter (4) Neeratyoy Mallik (2) Marius Lindauer (2) Danny Stoll (1) Shuhei Watanabe (1) Marcel Wever (1) Carl Hvarfner (1) Lennart Purucker (1) Sarah Segel (1) Alexander Tornede (1)

Keywords

hyperparameter optimization (2) deep learning (1) bayesian optimization (1) expert belief (1) automated machine learning (1) interactive dashboard (1) proxy task (1) optimization analysis (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 NIPS 2023