[yubblegum]

> Near total majority, if not 100%, of the useful things done in deep learning have come from not thinking about topology in any way.

Of course. Now, to actually deeply understand what is happening with these constructs, we will use topology. Topoligical insights will without doubt then inform the next generations of this technology.

[solomatov]

May I ask you to give examples of insights from topology which improved existing models, or at least improved our understanding of them? arxiv papers are preferred.