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researcher

Jan Boelts

6 papers hereh-index 7796 citations16 works total

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

author position
  • sole author1
  • first author2
  • middle author3

Across the 6 of 6 papers where every author was matched, so the position is known.

fields
  • stat.ML4
  • cs.LG2

identity via Semantic Scholar / OpenAlex

activity
20212026
most citedBenchmarking Simulation-Based Inference

21 citations · 32 across the 6 of their papers we have counts for

collaborators
Showing 2022Show all

2 papers · 1 filter

stat.ML2022

Model Comparison in Approximate Bayesian Computation

Jan Boelts

A common problem in natural sciences is the comparison of competing models in the light of observed data. Bayesian model comparison provides a statistically sound framework for thi…

stat.ML2022★ 6 cited

GATSBI: Generative Adversarial Training for Simulation-Based Inference

Poornima Ramesh, Jan-Matthis Lueckmann, Jan Boelts +4

Simulation-based inference (SBI) refers to statistical inference on stochastic models for which we can generate samples, but not compute likelihoods. Like SBI algorithms, generativ…

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