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Artificial intelligence – Determination of the consistency of the huerística and the admissible of the hueística

Given the admissible heuristics h1 and h2.

h (n) = min {h1 (n), h2 (n)}

Proving admissible
h (n) <= h1 (n) or h (n) <= h2 (n)
Therefore this is admissible

Proving consistency
h (n) <= min (h1 (n ^ prime) + c (n, a, n ^ prime), h2 (n ^ prime) + c (n, a, n ^ prime))

Am I proving to be admissible and coherent correctly?

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artificial intelligence – Value flow (and economy) in stacked reinforcement learning systems: agent as reinforcement environment for other agents?

There is an evolutionary notion of stacked reinforcement learning systems, for example, https://www.ijcai.org/proceedings/2018/0103.pdf – where an RL system executes the actions of the second RL system and executes the action itself of the thrid and the reward and courage return.

Then, one can consider the RL RLn system with:

  • S – state space;
  • A = {Ai, Ainner, Ao} – space of actions that can be divided into 3 subspaces:
    • Ai: actions that RLn exposes to other RL systems (such as RLn-1, RLn-2, ​​etc.) and for whom RLn provides reward to those other systems;
    • Ainner – actions that RLn executes internally under its own will and life;
    • Ao: actions that RLn imports from other RL systems (such as RLn + 1, RLn + 2, etc.) and that RLn runs on the other systems and the way RLn gets some rewards, which can be used to provide rewards for the actions Ai.

Therefore, one can consider the network (possibly hierarchical) of the RL systems. My questions are:

  • Is there any literature that considers such piles / systems networks / learning environments by reinforcement?
  • Is there economic research on the flow of value, on the accumulation of wealth, on hunger and the processes of survival and the evolution in such accumulations / networks of RL systems / environments?

Essentially – my question is about RL environments that can function in the agents function for some other environments and on agents that can function in the environments function for other agents. How Computer / Machine Learning / Artificial Intelligence. Name such systems, what methods are used for research and how are the concepts of economy / government / preference / utility used in the investigation of the evolution of such systems?

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Artificial intelligence – How to implement the jump algorithm with java?

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