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Understanding Experiment Groups
This experiment tests whether adaptive mutation (scaling mutation rate by fitness) accelerates convergence to Nash Equilibrium compared to static mutation.
Control Group
Static Mutation — Fixed rate ε = 0.05 applied uniformly to all offspring. Traditional genetic algorithm approach serving as the baseline.
Experimental Group
Adaptive Mutation — Dynamic rate calibrated to start at ~5% (same as Control), then scales with fitness: low-fitness agents mutate more (exploration), high-fitness agents mutate less (exploitation).
For statistical significance, run at least 5 experiments of each group with different random seeds.