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“Is that to say we are against Free Trade? No, we are for Free Trade, because by Free Trade all economical laws, with their most astounding contradictions, will act upon a larger scale, upon the territory of the whole earth; and because from the uniting of all these contradictions in a single group, where they will stand face to face, will result the struggle which will itself eventuate in the emancipation of the proletariat.”

Karl Heinrich Marx · Marx-Engels Collected Works, Vol. VI, p. 290

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What is Sharpness-Aware Minimization (SAM)?

Introduction Consider the general machine learning set-up. We have a class of models parameterized by (e.g. for linear regression, would be the coefficients of the model). Each of these models takes in some input and outputs a result . We want to select the parameter which minimizes some population loss: where is the loss incurred […]

What is Sharpness-Aware Minimization (SAM)?

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