Abstract Without having seen a bigram like “her buffalo”, you can easily tell that it is congruent because “buffalo” be aligned with more common nouns “cat” or “dog” have been in contexts cat” dog”—the novel structurally aligns representations memory. We present new class of associative nets we call Dynamic-Eigen-Nets , and provide simulations show how they generalize to patterns are the traini...