timtyler comments on Rationalists don't care about the future - Less Wrong
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To recap, the idea is that it is the self-similarity property of exponential functions that produces this result - and the exponential function is the only non-linear function with that property.
All other forms of discounting allow for the possibility of preference reversals with the mere passage of time - as discussed here.
This idea has nothing to do with reinforcement learning.