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researcher

Niki Loppi

2 papers hereh-index 318 citations6 works total

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

author position
  • middle author2

Across the 2 of 2 papers where every author was matched, so the position is known.

fields
  • cs.LG2

identity via Semantic Scholar / OpenAlex

most citedD3p -- A Python Package for Differentially-Private Probabilistic Programming

1 citations · 1 across the 2 of their papers we have counts for

collaborators

2 papers

cs.LG2024

Efficient and Scalable Implementation of Differentially Private Deep Learning without Shortcuts

Sebastian Rodriguez Beltran, Marlon Tobaben, Joonas Jälkö +2

Differentially private stochastic gradient descent (DP-SGD) is the standard algorithm for training machine learning models under differential privacy (DP). The most common DP-SGD p…

cs.LG2021★ 1 cited

D3p -- A Python Package for Differentially-Private Probabilistic Programming

Lukas Prediger, Niki Loppi, Samuel Kaski +1

We present d3p, a software package designed to help fielding runtime efficient widely-applicable Bayesian inference under differential privacy guarantees. d3p achieves general appl…

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