The Entry Framework for Dark Matter/Dark Energy Quantification: A Four-Equation Coupled Formulation (Mounted Under the Holographic Coupled Mapping-Cycle Meta-Equation)

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Key topics: autonomous driving. See the paper for implementation details and experimental results.

Chinese explanation / 中文解读

中文解读待补充：本站会优先为端到端自动驾驶、BEV感知、3D目标检测、轨迹预测、路径规划、LiDAR感知等高价值论文补充中文说明。

Original abstract

This paper establishes a mandatory entry framework for all quantitative characterizations of dark matter and dark energy under the Meta-Unification Axiom System. Built upon the Holographic Coupled Mapping-Cycle Meta-Equation, four coupled core equations construct a full logical pipeline spanning fundamental meta-axioms to practical engineering constraints. Rather than supplying concrete numerical fitting outputs, this framework uniquely defines the self-consistent coordinate system that all relevant fitting procedures must obey. Ontologically, dark matter and dark energy are proven to be non-autonomous physical entities; they arise unavoidably as holographic entangled stress residuals when authorization phase-locking breaks down, driving drift between the observational framework and the cosmic observed object within coupled mapping cycles. Four rigid entry constraints — structural, closed-loop, residual-reduction and observation-correction — are explicitly formulated. Any model violating a single constraint is deemed invalid in this axiomatic system. The paper further confirms the existence of a universal Meta-Law, which predicts the irreversible structural failure of all unqualified models. Acting as the official technical specification of the Meta-Unification Axiom System, this work complements the foundational companion paper *Observation as Distortion: Logical Inclusion and Ontological Unification of Quantitative Science by the Meta-Unification Axiom System*.

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