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2026
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| Online Access: | https://doi.org/10.5281/zenodo.19700257 |
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| _version_ | 1866901394292736000 |
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| author | TAYB, El Bouazzaoui |
| author_facet | TAYB, El Bouazzaoui |
| contents | <p>Resolving informational ambiguityor bivalenceis a central challenge for any cognitive<br>system, whether individual, collective, cellular, or algorithmic. We propose a universal mas-<br>ter equationa fractional stochastic integro-dierential equation on a Riemannian mani-<br>foldthat unies descriptions of this process from statistical physics, information geometry,<br>quantum mechanics, evolutionary biology, and control theory. Each term of the equation is<br>analyzed, and its necessity is established via a proof by contradiction: omitting any single<br>term leads to a contradiction with well-established empirical facts in at least one scientic<br>discipline. This formalism provides a universal grammar of interpretation and oers tools for<br>understanding and correcting interpretive failures, from political polarization and medical<br>diagnostic errors to biases in articial intelligence.<br><br></p> |
| format | Recurso digital |
| id | zenodo_https___doi_org_10_5281_zenodo_19700257 |
| institution | Zenodo |
| language | |
| publishDate | 2026 |
| publisher | Zenodo |
| record_format | zenodo |
| spellingShingle | Universal Master Equation for Interpretive Dynamics under Ambiguity- Foundations, Absurdity Validation, and Transdisciplinary Implications TAYB, El Bouazzaoui Informational bivalence, master equation, Riemannian manifold, fractional derivative, decoherence, hybrid systems, interpretive phase transition, proof by contradic- tion. <p>Resolving informational ambiguityor bivalenceis a central challenge for any cognitive<br>system, whether individual, collective, cellular, or algorithmic. We propose a universal mas-<br>ter equationa fractional stochastic integro-dierential equation on a Riemannian mani-<br>foldthat unies descriptions of this process from statistical physics, information geometry,<br>quantum mechanics, evolutionary biology, and control theory. Each term of the equation is<br>analyzed, and its necessity is established via a proof by contradiction: omitting any single<br>term leads to a contradiction with well-established empirical facts in at least one scientic<br>discipline. This formalism provides a universal grammar of interpretation and oers tools for<br>understanding and correcting interpretive failures, from political polarization and medical<br>diagnostic errors to biases in articial intelligence.<br><br></p> |
| title | Universal Master Equation for Interpretive Dynamics under Ambiguity- Foundations, Absurdity Validation, and Transdisciplinary Implications |
| topic | Informational bivalence, master equation, Riemannian manifold, fractional derivative, decoherence, hybrid systems, interpretive phase transition, proof by contradic- tion. |
| url | https://doi.org/10.5281/zenodo.19700257 |