ACT-R theory by John Anderson explains learning through 'knowledge compilation'—the process of converting individual facts into higher-level patterns that can be generalized and applied in new contexts—and Anderson's theory suggests this compilation requires repeated exposure, active use, and variety of contexts, not just reading.