Solved by sayanghosh in post #12 
              
              
                @shaanchandra From the discussion above, it seems that there are two potential solutions: 

As @knilox mentioned above, remove the gradient regularization loss entirely - this may seem that we are not faithfully reproducing the original CTGAN, however DP eventually clips the gradients to bound SGD s…