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Explaining Grokking Through Circuit Efficiency

Deep Papers

CHAPTER

Module Addition and Generalization in Circuits

The chapter discusses the concept of module addition and the different ways it can be accomplished through circuits. It emphasizes the importance of circuits that generalize well and compares it to rote memorization. The chapter also explores the efficiency of training, the grokking phenomenon, and the trade-off between memorization and generalization.

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