Gabit Shuitenov

An Applied Systems Innovation Integrating Blockchain and Deterministic Machine Learning for Trustworthy Artificial Intelligence

2026 · IEEE Access

Ensuring reproducibility and trustworthiness in intelligent systems has become a cornerstone of applied systems innovation. This study introduces HyCoSS++, a deterministic machine learning framework with simulated ledger-based audit anchoring that formalizes verifiable reproducibility and auditability …