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This https://arxiv.org/abs/2404.06484 has been replaced.
initial toot: https://mastoxiv.page/@arXiv_csSE_…

Public-private funding models in open source software development: A case study on scikit-learn
Governments are increasingly allocating funding for open source software (OSS) development in order to address concerns related to software security, digital sovereignty, and the competitiveness of domestic software markets, amongst others. While such funding is generally welcomed by OSS practitioners, how OSS developers perceive the relative benefits and drawbacks of governmental funding remains an open question. This paper explores this question through a case study on scikit-learn, a Python …

Public-private funding models in open source software development: A case study on scikit-learn
Cailean Osborne
https://arxiv.org/abs/2404.06484 https://…

Public-private funding models in open source software development: A case study on scikit-learn
Governments are increasingly allocating funding for open source software (OSS) development in order to address concerns related to software security, digital sovereignty, and the competitiveness of domestic software markets, amongst others. While such funding is generally welcomed by OSS practitioners, how OSS developers perceive the relative benefits and drawbacks of governmental funding remains an open question. This paper explores this question through a case study on scikit-learn, a Python …

I just published "What is Scikit-learn?" over on @…. https://jws.news/2024/what-is-scikit-learn/

scikit learn ist schon lustig wenn man vorher nur pytorch und sowas benutzt hat

This https://arxiv.org/abs/2404.06484 has been replaced.
initial toot: https://mastoxiv.page/@arXiv_csSE_…

Public-private funding models in open source software development: A case study on scikit-learn
Governments are increasingly funding open source software (OSS) development to support software security, digital sovereignty, and national competitiveness in science and innovation, amongst others. However, little is known about how OSS developers evaluate the relative benefits and drawbacks of emergent governmental funding for OSS. This paper explores this question through a case study on scikit-learn, a popular Python library for machine learning, which has been funded by public research gra…

Trained Random Forests Completely Reveal your Dataset
Julien Ferry, Ricardo Fukasawa, Timoth\'ee Pascal, Thibaut Vidal
https://arxiv.org/abs/2402.19232

Trained Random Forests Completely Reveal your Dataset
We introduce an optimization-based reconstruction attack capable of completely or near-completely reconstructing a dataset utilized for training a random forest. Notably, our approach relies solely on information readily available in commonly used libraries such as scikit-learn. To achieve this, we formulate the reconstruction problem as a combinatorial problem under a maximum likelihood objective. We demonstrate that this problem is NP-hard, though solvable at scale using constraint programmin…

This https://arxiv.org/abs/2311.08990 has been replaced.
initial toot: https://mastoxiv.page/@arXiv_qu…

sQUlearn -- A Python Library for Quantum Machine Learning
sQUlearn introduces a user-friendly, NISQ-ready Python library for quantum machine learning (QML), designed for seamless integration with classical machine learning tools like scikit-learn. The library's dual-layer architecture serves both QML researchers and practitioners, enabling efficient prototyping, experimentation, and pipelining. sQUlearn provides a comprehensive toolset that includes both quantum kernel methods and quantum neural networks, along with features like customizable data enc…

This https://arxiv.org/abs/2404.06484 has been replaced.
initial toot: https://mastoxiv.page/@arXiv_csSE_…

Public-private funding models in open source software development: A case study on scikit-learn
Governments are increasingly funding open source software (OSS) development to support software security, digital sovereignty, and national competitiveness in science and innovation, amongst others. However, little is known about how OSS developers evaluate the relative benefits and drawbacks of emergent governmental funding for OSS. This paper explores this question through a case study on scikit-learn, a popular Python library for machine learning, which has been funded by public research gra…