Genetic algorithms are shaping the future of reinforcement learning in 2024.

Genetic Algorithm (GA) - Optimizes decision-making in RL.

NSGA-II - Ensures fast multi-objective optimization in AI tasks.

Covariance Matrix Adaptation (CMA-ES) - Efficient RL applications.

SPEA2 and MOEA/D advance the field in 2024.