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. 2025 Sep 23;8:1643088. doi: 10.3389/frai.2025.1643088

Table 4.

The NN model rank bound and Markov time as percentage of population required to achieve various probabilities of success.

Probability of success discovering Total population of 100 Total population of 672
Markov time as percent of population for rank’s optimal policy Neural network model rank bound/as percent of total population Markov time as percent of population for rank’s optimal policy Neural network model rank bound/as percent of total population
0.85 11% 13/13% 11% 16/2.3%
0.90 9% 20/20% 7% 28/4.16%
0.95 5% 36/36% 5% 59/8.77%
0.99 2% 72/72% 1% 273/40.62%