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any ideas on how this is similar to or differs from the prospects and structure of Darpa's explainable AI (XAI) contract? https://www.fbo.gov/index?s=opportuni

by intro-b 10y ago

any ideas on how this is similar to or differs from the prospects and structure of Darpa's explainable AI (XAI) contract? https://www.fbo.gov/index?s=opportunity&mode=form&id=1606a253407e8773bdd1a9e884cc5293 https://www.fbo.gov/index?s=opportunity&mode=form&id=1606a25... curious about the inherent trade-off between predictive power/complexity in ML model and the accuracy of system explanation's inferred by these models

_0ffh 10y ago
IIRC the last XAI approch I read about basically gives you a local linear approximation or Jacobian of the decision surface. You take a look at the biggest terms and call them an explanation. Not too shabby, probably. I don't know if all of the XAI project follows that approach. Edit: Framing