What is the purpose of 'negative lag features' in the 3rd-place solution?

Question

MLQuiz · Accepted Answer

Controversial but validated: negative lag = 'how did similar formations behave?' Not 'predict tomorrow using tomorrow's data.' Strict temporal split + NaN handling at edges prevents leakage. Reduces overreaction to single spikes.