I would use 'on' for the reason that a weekend is two days (or even more). 'At' is a lot more specific, for the smaller sized spot or shorter time, whereas on/in are utilized for lengthier durations or larger sized spaces. "Let us eat at an Italian restaurant at 9pm" in opp