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Sebastian Lerch

10 papers hereh-index 445 citations11 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author3
  • last author6

Across the 9 of 10 papers where every author was matched, so the position is known.

fields
  • stat.AP5
  • cs.LG2
  • physics.ao-ph1
  • stat.ME1
  • stat.ML1
same name
  • Sebastian Lerch — 23 papers, h 27
  • Sebastian Lerch — 4 papers, h 3
  • Sebastian Lerch — 3 papers, h 2

Either other researchers who publish under this name, or the same person where the external sources have not merged their records.

identity via Semantic Scholar / OpenAlex

activity
20232026
most citedPostprocessing of Ensemble Weather Forecasts Using Permutation-invariant Neural Networks

18 citations · 24 across the 8 of their papers we have counts for

collaborators
Showing 2026Show all

3 papers · 1 filter

stat.ME2026

On the Calibration of Isotonic Distributional Regression

Tobias Biegert, Johannes Resin, Alexander Jordan +1

Isotonic distributional regression (IDR) has recently been proposed as a non-parametric technique for probabilistic forecasting via the estimation of conditional distributions unde…

stat.AP2026

Can We Trust Evaluations of AI Weather Forecasts for Extremes? How Evaluation Protocols Shape Model Rankings

Tobias Biegert, Sam Allen, Zhongwei Zhang +1

AI weather models perform competitively with traditional physics-based models at a fraction of the computational cost, and they are thus already used operationally. However, studie…

stat.AP2026

Towards Fair Comparisons of AI- and Physics-Based Weather Models for Extreme Events via the Weighted Potential CRPS

Tobias Biegert, Sam Allen, Annika Alber +1

We study whether deterministic AI weather prediction (AIWP) models issue more informative forecasts for extreme weather events than deterministic numerical weather prediction (NWP)…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.