Affine and finite-state models
Formal and computational work on finite affine transformations, deterministic models, and explicitly scoped finite-state constructions.
Reza Nirouyar
Independent researcher and project author working across finite affine systems, reproducible computational experiments, constructed symbolic systems, and evidence-focused evaluation of AI and language-model claims.
Research position
VARZIN separates proved mathematics, computational findings, negative results, open empirical questions, planned studies, and historical hypotheses. Publication or archival presence is not treated as independent validation.
Research centered on structure, reproducibility, and falsification.
Auditable computational research
Versioned code, explicit assumptions, negative-result retention, correction history, and reproducibility packaging are treated as part of the research output.
Constructed symbolic systems
LUXVAR is studied as a designed symbolic language whose structural regularities must be distinguished from independently recoverable semantics.
Designed structure is not presented as hidden meaning.
Supported within scope
Reproducible finite-system implementations, explicit constructed morphology, controlled computational comparisons, and documented negative findings.
Not established
Independent semantic emergence, universal or non-human origin, consciousness-field mechanisms, quantum validation, causal frequency effects, or broad real-world predictive validity.
Public research records.
Seven current public Zenodo records are preserved here by version-specific DOI. Listing does not imply peer review or independent validation.
Morphemes vs. Manifolds: Diagnosing Structural Blindness and Morphological Hijacking in Large Language Models via Finite Affine Orbits
NIROUYAR, R. (2026). Morphemes vs. Manifolds: Diagnosing Structural Blindness and Morphological Hijacking in Large Language Models via Finite Affine Orbits (Version v1.0.0). Zenodo.
Frozen-model audit and negative result record; interpret within the tested models and protocol.
10.5281/zenodo.22101179 ↗ VARZIN record →VARZIN V2 — Recoverable but Not Composable: Representation Recovery and Systematic Composition in a Frozen Language Model
Nirouyar, R. (2026). VARZIN V2 — Recoverable but Not Composable: Representation Recovery and Systematic Composition in a Frozen Language Model (Version V1.0). Zenodo.
Separates representation recovery from systematic composition; recovery does not by itself establish compositional generalization.
10.5281/zenodo.22679978 ↗ VARZIN record →LUXVAR: A Constructed Language with Distinctive Morphemic Structure and AI-Recoverable Morpheme Families
Reza, N. (2026). LUXVAR: A Constructed Language with Distinctive Morphemic Structure and AI-Recoverable Morpheme Families (Version v2.2). Zenodo.
Historical title wording retained for citation continuity; current VARZIN interpretation does not treat independent semantic-axis recovery as established.
10.5281/zenodo.22115483 ↗ VARZIN record →VARZIN Level-1 Computational Stack: Finite Affine Core, Genomic Scanner, and Torus Manifold Solver
Nirouyar, R. (2026). VARZIN Level-1 Computational Stack: Finite Affine Core, Genomic Scanner, and Torus Manifold Solver (Version v2.0.0) [Computer software]. Zenodo.
Software release; reproducibility and mathematical/computational claims remain tied to the documented implementation and assumptions.
10.5281/zenodo.22036769 ↗ VARZIN record →Morphological Hijacking in Frozen Language Models: A Contrastive, Symmetry-Regularized Projection Head for Algebraic Structure Recovery
Nirouyar, R. (2026). Morphological Hijacking in Frozen Language Models: A Contrastive, Symmetry-Regularized Projection Head for Algebraic Structure Recovery (Version v1). Zenodo.
Projection-head intervention record; explicit intervention is distinct from spontaneous recovery in an unmodified frozen model.
10.5281/zenodo.22258644 ↗ VARZIN record →Morphological Hijacking in Frozen Language Models: A Contrastive, Symmetry-Regularized Projection Head for Algebraic Structure Recovery
Nirouyar, R. (2026). Morphological Hijacking in Frozen Language Models: A Contrastive, Symmetry-Regularized Projection Head for Algebraic Structure Recovery (Version v2). Zenodo.
Second public version of the projection-head research record; preserve version-specific DOI citation.
10.5281/zenodo.22262388 ↗ VARZIN record →Morphological Hijacking in Frozen Language Models: A Contrastive, Symmetry-Regularized Projection Head for Algebraic Structure Recovery
Nirouyar, R. (2026). Morphological Hijacking in Frozen Language Models: A Contrastive, Symmetry-Regularized Projection Head for Algebraic Structure Recovery (Version v3). Zenodo.
Third public version of the projection-head research record; the versioned DOI is retained separately for provenance.
10.5281/zenodo.22287006 ↗ VARZIN record →Open the full publication and provenance registry ↗ · Machine-readable research output list ↗
Canonical researcher links.
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