In the case where we are dealing with an infinite random graph (RG with infinite nodes).
How do we model/work with notions like degrees, degree distribution ? How are they defined ?
Do you mean countably infinite random graphs with probability of any two vertices being joined a constant? Peter Cameron wrote about these graphs in his books, and in his blog (there are more posts on the topic there).