Search Results - "Gottschling, Nina Maria"

Uncertainty-Aware Learning With Label Noise for Glacier Mass Balance Modeling by Diaconu, Codrut-Andrei, Gottschling, Nina Maria

“…Glacier mass balance (MB) modeling is crucial for understanding the impact of climate change on Earth's freshwater resources and sea-level rise. Recent works…”
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Uncertainty Aware Tropical Cyclone Wind Speed Estimation from Satellite Data by Lehmann, Nils, Gottschling, Nina Maria, Depeweg, Stefan, Nalisnick, Eric

“…Deep neural networks (DNNs) have been successfully applied to earth observation (EO) data and opened new research avenues. Despite the theoretical and…”
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On the existence of optimal multi-valued decoders and their accuracy bounds for undersampled inverse problems by Gottschling, Nina Maria, Campodonico, Paolo, Antun, Vegard, Hansen, Anders C

“…Undersampled inverse problems occur everywhere in the sciences including medical imaging, radar, astronomy etc., yielding underdetermined linear or non-linear…”
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Lightning UQ Box: A Comprehensive Framework for Uncertainty Quantification in Deep Learning by Lehmann, Nils, Gawlikowski, Jakob, Stewart, Adam J, Jancauskas, Vytautas, Depeweg, Stefan, Nalisnick, Eric, Gottschling, Nina Maria

“…Uncertainty quantification (UQ) is an essential tool for applying deep neural networks (DNNs) to real world tasks, as it attaches a degree of confidence to DNN…”
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