Tag: optimization
All the articles with the tag "optimization".
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NO TEARS: How Acyclicity Became Differentiable
Learning the structure of a causal graph from data used to be a combinatorial search over a space that grows superexponentially. One change of variables turned it into gradient descent.
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Atlas: Budget Optimization Over Any Model
A fitted model predicts response; it doesn't hand you the best budget. Atlas is a model-agnostic framework that turns any predictive model into constraint-respecting spend recommendations.