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In this particular context, smoothness is just one these types of relevant measure: sleek features have low Kolmogorov complexity, but there are actually other ways to get lower Kolmogorov complexity without becoming clean. I do not learn about the Levin sure specially, but in math these types of theorems are usually about smoothness.
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But, I do concur which the Levin bound argument doesn’t truly seize the “mechanism†of what’s happening below. I am able to obviously only speak for myself (rather than the Other individuals associated with this operate), but I imagine the Levin sure argument as essentially a far more official solution to condition this instinct. I.e., This is a free argument for why we needn't be amazed that straightforward functions have larger 파워볼중계 sized steps in parameter-House, regardless of whether the argument doesn’t identify every one of the specific particulars of how this performs in any unique circumstance.
Since you get double descent from the product size for equally neural networks and eg random forests, it is best to anticipate there to generally be some mechanism in prevalent in between them (whether or not the details naturally differ from circumstance to case).
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Particularly, I am cautious of the focus on measuring complexity for features involving finite sets, including binary capabilities.
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