Search Results - "Meinert, Nis"
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1
Walking Your Frog Fast in 4 LoC
Published 08-04-2024“…Given two polygonal curves, there are many ways to define a notion of similarity between them. One popular measure is the Fr\'echet distance which has many…”
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2
Multivariate Deep Evidential Regression
Published 13-04-2021“…There is significant need for principled uncertainty reasoning in machine learning systems as they are increasingly deployed in safety-critical domains. A new…”
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3
The Unreasonable Effectiveness of Deep Evidential Regression
Published 16-07-2023“…AAAI, vol. 37, no. 8, pp. 9134-9142, Jun. 2023 There is a significant need for principled uncertainty reasoning in machine learning systems as they are…”
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4
Is Epistemic Uncertainty Faithfully Represented by Evidential Deep Learning Methods?
Published 14-02-2024“…Proceedings of the 41st International Conference on Machine Learning (ICML), 2024, pp. 22624--22642 Trustworthy ML systems should not only return accurate…”
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5
Pyrocast: a Machine Learning Pipeline to Forecast Pyrocumulonimbus (PyroCb) Clouds
Published 22-11-2022“…Pyrocumulonimbus (pyroCb) clouds are storm clouds generated by extreme wildfires. PyroCbs are associated with unpredictable, and therefore dangerous, wildfire…”
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Identifying the Causes of Pyrocumulonimbus (PyroCb)
Published 16-11-2022“…A first causal discovery analysis from observational data of pyroCb (storm clouds generated from extreme wildfires) is presented. Invariant Causal Prediction…”
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7
Digital Twin Earth -- Coasts: Developing a fast and physics-informed surrogate model for coastal floods via neural operators
Published 13-10-2021“…Developing fast and accurate surrogates for physics-based coastal and ocean models is an urgent need due to the coastal flood risk under accelerating sea level…”
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