Regulatory & Safety Auditability Brief: MCMC vs. BIDSim

Why Non-Auditable MCMC Black Boxes Are a Critical Liability: In high-stakes engineering, medical devices, and regulated clinical trials, an algorithm whose internal approximations and convergence failures cannot be deterministically audited creates unacceptable legal, safety, and scientific liability.

Authors

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-09
DOI
https://doi.org/10.5281/zenodo.24080903
Primary Topic
Safety Systems Engineering in Autonomy
Type
article
Field-Weighted Citation Impact
0.00
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article

Regulatory & Safety Auditability Brief: MCMC vs. BIDSim

Bernard Pargamin
Zenodo (CERN European Organization for Nuclear Research)
Safety Systems Engineering in Autonomy
article

Regulatory & Safety Auditability Brief: MCMC vs. BIDSim

Bernard Pargamin
article en

Abstract

Why Non-Auditable MCMC Black Boxes Are a Critical Liability: In high-stakes engineering, medical devices, and regulated clinical trials, an algorithm whose internal approximations and convergence failures cannot be deterministically audited creates unacceptable legal, safety, and scientific liability.

Zenodo (CERN European Organization for Nuclear Research)
Safety Systems Engineering in Autonomy
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