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I believe a big issue with this will be floating point differences. Due to the network being essentially recursive, tiny errors in the initial layers can grow to yield an unrecognizably different result in the final layers.

That's why most compression algorithms use fixed point mathematics.

There are ways to quantizise neutral networks to make them use integer coefficients, but that tends to lose quite a lot of performance.

Still, this is a very promising lead to explore. Thank you for sharing :)



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