Ok, apparently I should have just been googling a bit more before posting 
here; anyway, should someone have the same issue, here's how I solved it.

As Dima pointed out, the package 
sagemath-upstream-binary
in the PPA is currently broken; for some weird reason however installing
sagemath-upstream-binary-full
seems to work flawlessly. It is 1 gigabyte bigger, but it works.

If you are easily bothered by teeny tiny pointless details like me, you'll 
notice that it shows no icon in the Applications menu; just open
~/.local/share/applications/sagemath.desktop
and change the icon line to
Icon=/usr/lib/sagemath/local/lib/python/site-packages/sagenb-0.11.6.1-py2.
7.egg/sagenb/data/sage/images/icon128x128.png
since the previous value points to an empty folder


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