Tabl Cynhwysion: :: Library Catalog

Wedi'i Gadw mewn:

Manylion Llyfryddiaeth
Prif Awdur:	Davidson, Craig Kylre Strachan
Fformat:	Recurso digital
Iaith:
Cyhoeddwyd:	Zenodo 2026
Pynciau:	Davidson Hub, The Hub, Davidson Engine, inference architecture multi-witness inference constraint-driven systems uncertainty modelling drift detection adversarial monitoring Bayesian inference data fusion decision systems distributed systems safety-critical systems Fisher information identifiability auditability zero-trust systems
Mynediad Ar-lein:	https://doi.org/10.5281/zenodo.19626204
Tagiau:	Ychwanegu Tag Dim Tagiau, Byddwch y cyntaf i dagio'r cofnod hwn!

Tabl Cynhwysion:

The Davidson Hub is a domain-agnostic inference architecture designed to reconstruct latent states, detect drift, and support decision-making under uncertainty. Built on four layers — Witness, Sentinel, Engine, and Constraint Geometry — the system formalises how incomplete, noisy, or contradictory inputs are transformed into bounded, auditable interpretations. Unlike conventional analytic systems, the Hub assumes unreliable inputs by default and integrates constraint geometry and adversarial self-monitoring directly into the inference objective. Continuous drift detection, integrity scoring, and internal adversarial testing ensure robustness under real-world conditions. The architecture introduces a closed-loop inference framework in which monitoring, validation, and reconstruction are intrinsically coupled. By embedding admissibility constraints and identifiability limits within the inference process, the system prevents unstable or non-physical interpretations while maintaining domain adaptability. The Davidson Hub defines a new class of secure inference system suitable for regulated sectors, distributed environments, and high-stakes decision contexts where reliability, traceability, and robustness are essential.

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