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Does running a model explain its decision?

Executing a model yields an answer. Explaining why that answer followed, or predicting its behavior under a new input, requires further evidence.

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you connect that inscrutable thing to important real life things like financial markets
USENIX Security '18-Q: Why Do Keynote Speakers Keep Suggesting That Improving Security Is Possible? · ▶ 16:27–16:37
we don't know how these parameters collaborate to actually perform that
[1hr Talk] Intro to Large Language Models · ▶ 12:25–12:33