research | Lasse Vuursteen

Working papers

The cost of adaptation under differential privacy (working title) — T. Tony Cai, Abhinav Chakraborty, and Lasse Vuursteen
A debiased semiparametric Bernstein–von Mises theorem for linear regression — Ismaël Castillo, Stéphanie van der Pas, Kolyan Ray, Aad van der Vaart, and Lasse Vuursteen
A Bayesian approach to multi-view learning — Lasse Vuursteen, Timo van der Poel, Wouter van Loon, Botond Szabó, Marjolein Fokkema, and Mark de Rooij

Under review

Optimal Federated Learning for Functional Mean Estimation under Heterogeneous Privacy Constraints — T. Tony Cai, Abhinav Chakraborty, and Lasse Vuursteen
Optimal federated learning for nonparametric regression with ongoing heterogeneous distributed differential privacy constraints — T. Tony Cai, Abhinav Chakraborty, and Lasse Vuursteen
Federated Nonparametric Hypothesis Testing with Differential Privacy Constraints: Optimal Rates and Adaptive Tests — T. Tony Cai, Abhinav Chakraborty, and Lasse Vuursteen

Published

2024

NeuRIPS

Optimal Private and Communication Constraint Distributed Goodness-of-Fit Testing for Discrete Distributions in the Large Sample Regime

Lasse Vuursteen

To appear in Thirty-seventh Conference on Neural Information Processing Systems, 2024

2023

NeuRIPS

Optimal testing using combined test statistics across independent studies

Botond Szabó, Aad van der Vaart, Lasse Vuursteen, and 1 more author

In Thirty-sixth Conference on Neural Information Processing Systems, 2023

Bib

@inproceedings{vuursteen2023optimal,
  title = {Optimal testing using combined test statistics across independent studies},
  author = {Szab{\'o}, Botond and Vaart, Aad van der and Vuursteen, Lasse and Zanten, Harry van},
  booktitle = {Thirty-sixth Conference on Neural Information Processing Systems},
  year = {2023},
  url = {https://openreview.net/forum?id=ZcuFDaMTYw}
}

AoS

Optimal high-dimensional and nonparametric distributed testing under communication constraints

Botond Szabó, Lasse Vuursteen, and Harry van Zanten

The Annals of Statistics, 2023

DOI Bib Website

@article{szabo2023optimal,
  author = {Szab{\'o}, Botond and Vuursteen, Lasse and Zanten, Harry van},
  title = {{Optimal high-dimensional and nonparametric distributed testing under communication constraints}},
  volume = {51},
  journal = {The Annals of Statistics},
  number = {3},
  publisher = {Institute of Mathematical Statistics},
  pages = {909 -- 934},
  keywords = {Distributed methods, Hypothesis testing, minimax optimal, nonparametric},
  year = {2023},
  doi = {10.1214/23-AOS2269},
  url = {https://doi.org/10.1214/23-AOS2269}
}

2022

IEEE

Optimal Distributed Composite Testing in High-dimensional Gaussian Models with 1-bit Communication

Botond Szabó, Lasse Vuursteen, and Harry van Zanten

IEEE Transactions on Information Theory, 2022

DOI Bib Website

@article{szabo2022optimal,
  title = {Optimal Distributed Composite Testing in High-dimensional Gaussian Models with 1-bit Communication},
  author = {Szab{\'o}, Botond and Vuursteen, Lasse and Zanten, Harry van},
  journal = {IEEE Transactions on Information Theory},
  url = {https://ieeexplore.ieee.org/document/9709332},
  year = {2022},
  volume = {68},
  number = {6},
  pages = {4070-4084},
  doi = {10.1109/TIT.2022.3150599},
  publisher = {IEEE}
}