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I am trying to train on some 1 dimensional data (675 samples, its very expensive to get more) and trying to match the distribution seen here: enter image description here

There are labels from 1-3 as to associated with the noise. After 2000, epochs, I generate 675 samples and the distribution doesn't look too swell. In addition, there is a odd spacing at $x = 1$ between [0.3, 0.5] as seen here:

enter image description here

Here are the losses:

enter image description here enter image description here

Architecture (Top is discm, Bottom is Gen): enter image description here

Any ideas :/ ?

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