Plasmonic metals under photoexcitation can generate energetic hot electrons to directly induce chemical reactions.H owever,t he capability and fundamental insights of the transportation of these hot electrons at plasmonic metal-2D material interfaces remain unclear.H erein, hot-electron transfer at Au-graphene interfaces has been in situ studied using surface-enhanced Raman spectroscopy( SERS) with atomic layer accuracy.C ombining in situ SERS studies with density functional theory calculations,i ti sp roved that hot electrons can be injected from plasmonic Au nanoparticles to graphene and directly penetrate graphene to trigger photocatalytic reactions.W ith increasing graphene layers,t he transportation of hot electrons decays rapidly and would be completely blocked after five layers of graphene.M oreover, the transfer of hot electrons can be modulated by applying an external electric field, and the hot-electron transfer efficiency under electrochemical conditions is improved by over three times in the presence of amonolayer of graphene.