transframer-pytorch
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You are right!
The only semi new thing is the DCT but even that I think is not completely new either. I thought there was already a generative model that did that not sure if it was autoregressive though.
But I guess the rational is that DCT is better than any learned quantized fixed length encoder and it saves you training an encoder.