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Malcolm: Usability improvements in GCC 8

Malcolm: Usability improvements in GCC 8

Posted Mar 20, 2018 15:04 UTC (Tue) by nix (subscriber, #2304)
In reply to: Malcolm: Usability improvements in GCC 8 by ledow
Parent article: Malcolm: Usability improvements in GCC 8

It would make a nice basis for AI training (if you believe that'll be viable this century) but also it should be possible to say "Well, this bit of code says no, and the reason it says no is because of this condition, and the user obviously isn't aware of the condition".
This sort of thing ("saliency detection") is pretty routine now, at least for spotting overfitting and acting as a guide to figure out why your network is going nuts. You train a network to analyze the state of the target network so it can discern what the other network considers most important in some input, then look at that. (Another way to do it is to have the saliency-detection system repeatedly perturb the input to the target system in some minor way, see if its output changes, then report the regions where perturbations caused the output to change.)


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