This paper formulates a distributed computation problem, where master asks ${\mathsf N}$ workers to compute linearly separable function. The task function can be expressed as K}_{\mathrm{ c}}$ linear combinations of K}$ messages, each message is one dataset. Our objective find the optimal tradeoff between cost (number unco...

Abstract Do the dynamics of a physical system determine what function computes? Except in special cases, answer is no: it often indeterminate given computes. Accordingly, care should be taken when question ‘What does particular neuronal do?’ answered by hypothesising that computes function. The phenomenon indeterminacy computation has important implications for development computational explana...