So sorry to hear of this. Perhaps you should check with nearby houses - it could be that the pup darted away from them, as puppies do, and they are searching for him. In any case, do go back for him, give him a decent burial if you can't find his owners, and know that he is playing now at the Rainbow Bridge.

So sad, so sad - everyone go hug your fur-pals now.