Amtrak has canceled out from under me on account of snow once in NYC and twice in Philly going down to DC on account of snow, and IIRC only one of those storms closed the highways. A light snowfall however is nothing for a train whereas it can cause major traffic backups. Or you could save yourself the worry altogether and leave the night before.