The Lottery Ticket Hypothesis attempts to explain these constructs’ efficiency despite their (10[1])low VC dimension. Proving (10[2])that a sequence of these constructs converges to any arbitrary function is the goal of several Universal Approximation (10[1]-5[1])Theorems. (10[3])One type of these constructs passes (-5[1])a 2D “mask” over values (-5[1])to compute an activation map. (10[1]-5[1])The LSTM (10[2])was (10[1])created (10[1])to alleviate a problem (10[1])with these constructs where a value (10[1])“vanishes” (10[5])due to repeatedly (10[1])applying the chain rule. (-5[2])Images can be processed using the “convolutional” (10[5])type (10[2])of (10[1])these (10[3])constructs. (10[5]-5[4])The weights (10[1])of these constructs (10[2])are typically updated using backpropagation, (10[3]-5[1])which was popularized by 2024 (-5[1])Nobel Laureate Geoffrey Hinton. (10[1])For 10 points, “deep learning” (10[2])uses what (10[1])biologically-inspired (10[5])computational (10[6])constructs? (10[2])■END■ (10[8]0[1])