Tag: education

I⁵: A Process-Tree Framework for Human and Machine Learning David S. Carr (Author)December 2025 Abstract This paper introduces I⁵, a five-stage Process-Tree Learning Framework designed to model, optimize, and formalize human and machine concept acquisition. Unlike traditional linear learning models, I⁵ operates as a deterministic state machine with reversible transitions and internal checkpoints, enabling recursive…