papers - zfifteen/unified-framework GitHub Wiki
This document provides an index of research papers, mathematical studies, and empirical validation reports for the Z Framework.
Primary Research Paper - Complete mathematical analysis of prime distribution via golden ratio curvature transformation.
Key Findings:
- Optimal curvature exponent k* ≈ 0.3 for maximum prime clustering
- 15% density enhancement with statistical significance p < 10⁻⁶
- Golden ratio φ provides unique transformation properties
- High-resolution analysis with 20 bins and 5 GMM components
Methodology: Rigorous computational investigation using Sieve of Eratosthenes, Gaussian Mixture Models, and Fourier series approximations.
Formal Proof Collection - Mathematical proofs derived from prime curvature analysis.
Validated Theorems:
- Proof 1: Optimal Curvature Exponent k* ≈ 0.3 (Empirically Validated August 2025)
- Cross-Validated Results: 15% enhancement with 95% CI [14.6%, 15.4%]
- Asymptotic Convergence: TC-INST-01 integration with multi-core scaling
- High-Precision Validation: mpmath dps=50+ ensuring Δₙ < 10⁻¹⁶
Status: Major computational validation completed with independent verification.
Technical Implementation - Detailed implementation of discrete domain Z Framework applications.
Coverage:
- Discrete curvature formula κ(n) = d(n) · ln(n+1)/e²
- Frame shift calculations and normalization
- High-precision arithmetic requirements
- Statistical validation protocols
Extended Framework - Mathematical foundation for 5D helical embeddings.
Contributions:
- 5D spacetime constraint: v₅D² = vₓ² + vᵧ² + vᵤ² + vₜ² + vᵤ² = c²
- Helical coordinate mapping for primes and zeta zeros
- Geometric visualization framework
- Cross-domain correlation analysis
Empirical Validation - Comprehensive computational validation of framework claims.
Test Suite Coverage:
- TC01-TC05 validation protocols
- Statistical significance verification (p < 10⁻⁶)
- High-precision implementation validation
- Cross-platform reproducibility testing
Validation Framework - Methodology for independent verification of results.
Protocols:
- Bootstrap confidence interval methodology
- Independent verification procedures
- Cross-platform testing protocols
- Statistical robustness assessment
Validation Overview - Complete validation status and methodology summary.
Current Status:
- 80% pass rate on TC01-TC05 test suite
- Independent Grok verification completed
- High-precision computational stability confirmed
- Cross-domain correlation r ≈ 0.93 validated
Statistical Framework - Analysis of hybrid Gaussian Unitary Ensemble properties.
Key Results:
- Kolmogorov-Smirnov statistic: D_KS = 0.916 (p ≈ 0)
- New universality class between Poisson and GUE distributions
- Systematic deviations from classical random matrix theory
- Spectral form factor analysis with bootstrap confidence bands
Variance Analysis - Study of variance propagation in discrete domain transformations.
Findings:
- Enhanced variance reduction: σ: 2708→0.016
- High-precision arithmetic impact analysis
- Numerical stability requirements
- Error propagation methodology
Recent Developments - Summary of recent implementation achievements and findings.
August 2025 Updates:
- Asymptotic convergence integration (TC-INST-01)
- Enhanced precision validation protocols
- Independent verification completion
- Performance optimization results
Advanced Implementation - Quantum helix implementation and validation results.
Achievements:
- 5D helical embedding implementation
- Quantum correlation analysis
- Advanced visualization techniques
- Cross-domain validation protocols
Statistical Analysis - Comprehensive variance analysis and optimization results.
Results:
- Variance reduction optimization
- Statistical significance validation
- Performance impact assessment
- Computational efficiency improvements
Theoretical Physics - Integration with Kaluza-Klein theory and higher-dimensional physics.
Theoretical Connections:
- Higher-dimensional spacetime applications
- Unified field theory connections
- Geometric constraint formulations
- Physical-mathematical bridge
Topological Analysis - Modular topology applications and geometric analysis.
Coverage:
- Topological constraints in discrete domains
- Geometric transformation properties
- Modular arithmetic applications
- Cross-topological validation
Research Summary - Key insights and discoveries from Z Framework research.
Major Insights:
- Geometric approach to traditionally probabilistic phenomena
- Universal parameter emergence across domains
- High-precision computational requirements
- Cross-domain correlation significance
Future Research - Planned research directions and development roadmap.
Research Priorities:
- Extended domain applications
- Enhanced computational algorithms
- Broader empirical validation
- Interdisciplinary collaborations
Current Progress - Most recent developments and ongoing research activities.
Active Areas:
- Computational optimization
- Statistical methodology enhancement
- Independent verification expansion
- Educational application development
- Internal Review: Complete for all major papers
- Independent Verification: Grok validation completed
- External Review: In progress for selected papers
- Publication Pipeline: Preparation for academic submission
For academic use, please cite:
Z Framework Research Papers
Version 2.1 (August 2025)
https://github.com/zfifteen/unified-framework/docs/research/
- Research Data: Available in repository data directories
- Code Implementation: Open source in GitHub repository
- Validation Results: Complete test suite results available
- Reproducibility: Full methodology documentation provided
- All proofs independently verified
- Statistical significance p < 10⁻⁶ required
- High-precision arithmetic (mpmath dps=50+)
- Cross-validation across multiple methods
- Numerical stability Δₙ < 10⁻¹⁶
- Performance benchmarking completed
- Scalability testing to N ≥ 10⁹
- Memory efficiency assessment
- LaTeX mathematical formatting
- Complete cross-references
- Practical implementation examples
- Regular accuracy reviews
Research Collection Status: Active
Last Updated: August 2025
Next Review: February 2026
Total Papers: 20+ research documents
Validation Status: 80% empirically validated