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Too much efficiency makes everything worse: overfitting and the strong version of Goodhart’s law

By Jascha Sohl-Dickstein

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Added 5 months ago

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Description

Over-optimizing efficiency worsens the very goals it aims to achieve, known as Goodhart's law.

Summary

Jascha Sohl-Dickstein discusses the paradox where increasing efficiency can degrade the goals it was meant to enhance, via overfitting and Goodhart's law.

Key Insights

💡 The relationship between overfitting in machine learning and broad societal issues reveals a fundamentally counterintuitive truth about target optimization. 💡 Efficiency optimizations, unless carefully aligned with real goals, can push systems toward dysfunction or collapse.