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stat.ML2023★ 8 cited
PyVBMC: Efficient Bayesian inference in Python
Bobby Huggins, Chengkun Li, Marlon Tobaben +2
PyVBMC is a Python implementation of the Variational Bayesian Monte Carlo (VBMC) algorithm for posterior and model inference for black-box computational models (Acerbi, 2018, 2020)…
stat.ML2023★ 4 cited
On the Efficacy of Differentially Private Few-shot Image Classification
Marlon Tobaben, Aliaksandra Shysheya, John Bronskill +5
There has been significant recent progress in training differentially private (DP) models which achieve accuracy that approaches the best non-private models. These DP models are ty…