Driving from Buffalo to Toronto at the end of October?

For the upcoming World Fantasy Convention, in Toronto on Halloween weekend, we're considering flying to Buffalo, renting a car, and driving from there rather than flying direct to Toronto (it looks to be quite a bit cheaper). However, we're somewhat concerned about the possibility of snow making the drive problematic. Anyone have any experience with this drive at this time of year?