281 citations · 1.3k across the 35 of their papers we have counts for
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cs.LG2022★ 8 cited
Data-driven Science and Machine Learning Methods in Laser-Plasma Physics
Andreas Döpp, Christoph Eberle, Sunny Howard +3
Laser-plasma physics has developed rapidly over the past few decades as high-power lasers have become both increasingly powerful and more widely available. Early experimental and n…
cs.LG2021★ 11 cited
Leveraging Trust for Joint Multi-Objective and Multi-Fidelity Optimization
Faran Irshad, Stefan Karsch, Andreas Döpp
In the pursuit of efficient optimization of expensive-to-evaluate systems, this paper investigates a novel approach to Bayesian multi-objective and multi-fidelity (MOMF) optimizati…