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James Giammona's avatar

Your scale-free agency sounds a lot like properties that hold under renormalization.

Eric Smith has applied these ideas to game theory among population of agents and derived how their effective games change at different scales.

Check it out here and happy to discuss more!

https://iopscience.iop.org/book/mono/978-0-7503-1137-3

(There is also a condensed working paper on the same topic here: https://www.santafe.edu/research/results/working-papers/symmetry-and-collective-fluctuations-in-evolutiona )

I’ve been trying to figure out how to apply these ideas to RL algorithms.

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mtraven's avatar

Are you familiar with the work of George Ainslie? A psychologist specializing in addiction, he had some really deep ideas about what it meant for minds to be composed of conflicting coalitions of goals. And grounded in economic utility, sort of (he introduced the term "picoeconomics" to describe internal mental dynamics). Introduction here: https://www.ribbonfarm.com/2013/10/18/the-government-within/

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