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Artificial Intelligence  /  AI 0460  ·  Atom · ~20 seconds

The Last Readable Knobs

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A trained deep network's theory of its task is written in millions of coupled knobs and cannot be read — verification shifts from reading machines to testing behavior.

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The melon machine said yellowness, three to one; a deep stack's knowledge lives in no readable clump of knobs.

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Remember the perceptron's courtesy — audit, contest, check — pricing its loss keeps the next units honest.