Stephen Paul Jr. Lutar

Tiered Continual Learning (v7): Hopfield Associative Retrieval with Conformal Memory Bounds

2026 · Zenodo (CERN European Organization for Nuclear Research)

Paper v7 of The Ouroboros Thesis. Presents Sefirot Continual Learner (ten-tier EWC with graduated forgetting), Kabbalah-Tiered Memory (Core/Working/Episodic with Ebbinghaus decay), Hopfield-Amaru Associative Memory (modern Hopfield networks with exponential capacity), and Ouroboros Conformal Memory (circular …