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but there are other high quality alternatives like PaintShop Pro and Pixelmator.

an images RGB channels can be ordered in raster scan order.has this autoregressive aspect.

but with a twist that the latent space has causal masking to add the auto-regressive order of a typical Transformer.and order is essential in auto-regression.Computational constraints force users of Transformers to either truncate the inputs to the model (preventing it from observ- ing many kinds of long-range patterns) or restrict the depth of the model (denuding it of the expressive power needed to model complex patterns).

rather than being limited to a specific kind of input.As the input data grows longer.

the team goes one further and inserts order into the Perceiver to make it capable of that auto-regressive function.

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