Knitting with paper may seem a little impossible, so I'm going to roll the paper up.
Get a corner, and roll it up with a pen. (though here I'm using a knitting needle)
next up, stick it together with tape.
On with the knitting!
To start with the hole from the roll-up was useful to get into the stitches, but after the first row it was starting to get blunt.