Unified Epistemic Constraint Theory (UECT): A Principle Framework for Latent Structure Inference Under Probe Constraints
Abstract
Unified Epistemic Constraint Theory (UECT) is a principle-based framework formalizing fundamental limits on inference about latent systems under partial observability and probe constraints. The theory derives probe-relative validity, irreducible uncertainty bounds, and intervention-defined structural inference conditions using an information-theoretic and axiomatic foundation. Related resourcesAdditional preprints, theoretical frameworks, and ongoing work by the author are available at:https://murad-ahmadov.github.io/
Fields of Study & Subjects
Diverse Interdisciplinary Research Studies
Bayesian Modeling and Causal Inference
Control Systems and Identification
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 10 February 2026
- Language
- EN
- Document type
- Preprint