p/s: there doesn't seems to be a lot of red-tape in approving whatever the 'researchers' wants to do, at least in the past
p/s: there doesn't seems to be a lot of red-tape in approving whatever the 'researchers' wants to do, at least in the past
http://www.darpa.mil/program/explainable-artificial-intellig...
That project is about explaining how (say) a given classifier came to a decision on a given set of data. This is fairly easy on a tree-based classifier, but on a deep neural network is extremely difficult.
The most impressive piece of work I'm aware of in this area is LIME, from “Why Should I Trust You?” Explaining the Predictions of Any Classifier[1]
The acknowledgement section of that paper read, in part:
This work was supported in part by ONR awards #W911NF-13-1-0246 and #N00014-13-1-0023, and in part by TerraSwarm, one of six centers of STARnet, a Semiconductor Research Corporation program sponsored by MARCO and DARPA.
Today I saw ELI5[2], which encapsulates LIME and a number of other similar tools.
Regardless of origin you can rest assured the technology will make its way into the hands of a killer. It always does.
They're not gonna publish an RFP for something that's actually groundbreaking. That's gonna be classified.
This program has civilian uses, but can be weaponized easily.