[HN Gopher] Introduction to Neural Network Verification [pdf]
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Introduction to Neural Network Verification [pdf]
Author : belter
Score : 40 points
Date : 2021-09-23 07:45 UTC (1 days ago)
(HTM) web link (arxiv.org)
(TXT) w3m dump (arxiv.org)
| tartakovsky wrote:
| Does anyone know some employers that are hiring for this stuff in
| industry? I can't imagine many startups apply this stuff due to
| prohibitive costs. Research in this area is obviously orders of
| magnitude more computationally taxing than simply training neural
| networks.
| fozzyfozfoz wrote:
| I agree, it's going to cost a lot of money to figure out if
| that shit actually works.
| ptsankov1 wrote:
| @tartakovsky, check out https://latticeflow.ai
| ansgri wrote:
| Any proper selfdriving or other advanced robotics company
| should do. In my company (specialized autonomous vehicles)
| we'll probably have such role soon.
| r0dms wrote:
| Neural network verification is one of the most exciting research
| areas IMO, but is still little understood! The maths behind it
| are beautiful btw.
|
| Good job putting this together :)
| sadfev wrote:
| This is something I am very interested in, There's lot of work to
| be done when it comes to building verified and explainable
| learning systems (not just neural networks).
|
| I think the verification tools are finally getting better to the
| point of them being useful for this kind of stuff. L
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