
One Novelty Score Connected Cellular Automata, Digits, and AI Agents
A bounded learner’s novelty score ranked cellular rules, organized unlabeled digits, and helped agents explore—while revealing where the idea fell short.

A bounded learner’s novelty score ranked cellular rules, organized unlabeled digits, and helped agents explore—while revealing where the idea fell short.

A small change to training data helps AI agents combine familiar movements into unseen routes, revealing what sequential learning really requires.