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So many papers by "smart" people predicting the past

How do you propose that anyone evaluates their algorithm on the future?

Run algorithms live, check results after X time has gone by.

start a fund with your ML approach - evaluate how much money you've made after 1m,6m,1y,2y,10y etc..