Also, If your simplicity prior they use is akin to kolmogorov complexity-primarily based priors, then that means what they are undertaking is akin to what e.g. Solomonoff Induction does. And that i've in no way read anybody endeavor to argue that Solomonoff Induction "merely interpolates" before!
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OK, thanks! The primary bullet position is I feel a summary of my initial two bullet points, but with diverse emphasis. I'll check out the experiments you connected.
Essentially The purpose right here is the fact generalization overall performance is explained much more through the neural network architecture, as opposed to the construction of stochastic gradient descent, considering that we will see that stochastic gradient descent tends to behave similarly to (an approximation of) random sampling.
I'm not sure I agree using this -- I feel Kolmogorov complexity is usually a related notion of complexity in this context.
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The assertion can be legitimate so long as we hold the that means of "objects" frequent as we fluctuate the complexity measure.
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