Oh yes, I've thrown food away before. I can't remember ever throwing it away the moment I get home from buying it, but I buy "binge food" plenty (knowing it'll be for a binge). Normally I buy copious amounts of binge food, then go on a binger when I get home from the store. During my strong moments, I'll throw away the remaining binge food. I throw mine out in the big outdoor trashcan and I'm never tempted to fish it out later because that's where we throw the doggie-poop bags after walks.