Good news! Google is listening to its users and making changes based on feedback. When the new Google Drive was first released, Shared with Me was replaced with Incoming. Based on the loud protest from Google Drive users, Google has reversed this change. Users will now find the items that have been shared with them in Shared with Me in the new Google Drive.