5 problems
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The continuum-limit conjecture for Poisson learning
Let be the continuum domain, let be the sampling density, and let be a set of continuum labels with label function . Define as the centere…
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Conjecture that the extra Sobolev regularity term is a proof artifact
Proof-artifact conjecture. The extra term in the condition is an artifact of the proof of the cited theorem; equivalently, the result should hold without that additional term.
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Ben-David et al.'s conjecture on the limited benefit of unlabeled data in semi-supervised learning
Let be a hypothesis class, and consider semi-supervised learning (SSL), where a learner uses labeled and unlabeled data, versus supervised learning, where it uses lab…
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Conjecture on positive shifts improving numerical stability in multilayer Laplacians
Positive-shift numerical-stability conjecture. Incorporating a positive shift already in the single-layer Laplacians should provide gre…
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Sharpness conjecture for the ill-posed regime
Let be the model exponent, let denote the label rate, let denote the graph length scale, and let be the number of data points. The source identifi…