I'd wear a scarf... if i had one :(
Take a tee-shirt
Put it over your head but don't put your arms through the holes
Tie the sleeves behind your neck
There you go, you have something to keep your neck warm. And if needed, you can pull the collar up over your mouth/nose to keep your face warm as well.