Explain why this limitation poses significant challenges for training your model using NCE and propose an alternative approach to address this issue.

The inability to work with lower bounds on ˜p limits our ability to use NCE. A possible solution is to use a proxy upper bound on the data likelihood instead of trying to directly compute or obtain a lower bound on ˜p itself.