% --------------------------- \section{Examples and Mapping} % --------------------------- \begin{table}[htbp] \centering \caption{Representative paradigms mapped to OPT.} \renewcommand{\arraystretch}{1.1} \begin{tabular}{@{}p{3.9cm}p{3.6cm}p{2.2cm}@{}} \toprule \textbf{Type / Implementation} & \textbf{Examples} & \textbf{OPT (short)}\\ \midrule NN/Transformer (GD) & CNN, LSTM, attention & \Lrn\\ Reinforcement learning & DQN, PG, AC & \Lrn\;(+\Sch,\,+\Ctl)\\ Evolutionary algorithms & GA, GP, CMA-ES & \Evo\\ Swarm intelligence & ACO, PSO & \Swm\;(+\Evo)\\ Expert systems & Prolog, Mycin, XCON & \Sym\\ Probabilistic models & BN, HMM, factor graphs & \Prb\\ Search \& planning & A*, MCTS, STRIPS & \Sch\\ Control \& estimation & PID, LQR, KF/MPC & \Ctl\\ \bottomrule \end{tabular} \label{tab:OPTmap} \end{table}