Decentralized machine learning governance: Overview, opportunities, and challenges

D Alsagheer, L Xu, W Shi - IEEE Access, 2023 - ieeexplore.ieee.org
Researchers have started to recognize the necessity for a well-defined ML governance
framework based on the principle of decentralization and comprehensively defining its …

[HTML][HTML] Comonotonicity and Pareto optimality, with application to collaborative insurance

M Denuit, J Dhaene, M Ghossoub, CY Robert - Insurance: Mathematics and …, 2025 - Elsevier
Two by-now folkloric results in the theory of risk sharing are that (i) any feasible allocation is
convex-order-dominated by a comonotonic allocation; and (ii) an allocation is Pareto optimal …

An axiomatic theory for anonymized risk sharing

Z Jiao, S Kou, Y Liu, R Wang - arXiv preprint arXiv:2208.07533, 2022 - arxiv.org
We study an axiomatic framework for anonymized risk sharing. In contrast to traditional risk
sharing settings, our framework requires no information on preferences, identities, private …

Decentralized insurance

R Feng - … Insurance: Technical Foundation of Business Models, 2023 - Springer
Traditional insurance is based on a centralized approach of risk transfer from the insureds to
an insurer. A traditional insurance contract is a bilateral contract between an insured and an …

Peer-to-peer risk sharing with an application to flood risk pooling

R Feng, C Liu, S Taylor - Annals of Operations Research, 2023 - Springer
With the rise of decentralized finance and insurance technology, there has been growing
interest in the financial industry for risk sharing mechanisms without a central authority or …

Pareto‐efficient risk sharing in centralized insurance markets with application to flood risk

TJ Boonen, WF Chong… - Journal of Risk and …, 2024 - Wiley Online Library
Centralized insurance can be found in both the private and public sectors. This paper
provides a microeconomic study of the risk‐sharing mechanisms in these markets, where …

Collaborative insurance sustainability and network structure

A Charpentier, L Kouakou, M Löwe, P Ratz… - arXiv preprint arXiv …, 2021 - arxiv.org
The peer-to-peer (P2P) economy has been growing with the advent of the Internet, with well
known brands such as Uber or Airbnb being examples thereof. In the insurance sector the …

Multiperiod peer‐to‐peer risk sharing

S Abdikerimova, TJ Boonen… - Journal of Risk and …, 2024 - Wiley Online Library
Risk sharing has been practiced in various forms in the financial industry. This paper is the
first to study both dynamic and static risk‐sharing mechanisms for a group of participants …

Cost‐effectiveness, fairness and adverse selection in mutual aid

Z Chen, R Feng, L Wei, J Zhao - European Financial …, 2022 - Wiley Online Library
Online mutual aid (MA) is a novel form of ex‐post risk sharing empowered by InsurTech to
provide critical illness coverage without involving an insurer. In this paper, we first provide a …

Optimal cashback in a cooperative framework for peer-to-peer insurance coverages

GP Clemente, S Levantesi, G Piscopo - Annals of Operations Research, 2023 - Springer
The challenges of using technology in the insurance field are opening new horizons for
developing and distributing innovative products. Among these, peer-to-peer insurance …