Prices as model weights: learning from dispersed data

Market prices are similar to model weights in the sense that they are "fit" through price discovery mechanisms to optimize for equilibrium. The difference between supply and demand is analogous to the gradient in backpropagation. An important property of prices is that they can be "fit" to distributed and sometimes hidden data. As Friedrich Hayek argued, prices convey dispersed knowledge that no…