Why is walk-forward validation mandatory for financial time series ML instead of k-fold CV?

Question

MLQuiz · Accepted Answer

Financial time series has autocorrelation. k-fold shuffling trains on future data, tests on past data — massive leakage. Walk-forward ensures temporal causality: train [t0:t1], predict [t1:t2], then expand window.