Can’t the training set provide data to how the curve seems to be rising (the change in value y for every corresponding change in value x)? And this change is carried forward to all future values of x to go with the trend and obtain the predicted results?

Thinking out loud with me intuition here. Is there is any model that resembles the above logic?