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Journal of Machine Learning Research
Journal of Machine Learning Research
PulseAugur coverage of Journal of Machine Learning Research — every cluster mentioning Journal of Machine Learning Research across labs, papers, and developer communities, ranked by signal.
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RECENT · PAGE 1/1 · 2 TOTAL
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New theory explains semi-supervised learning efficiency via data augmentation
A new paper published on arXiv introduces a theoretical framework for understanding the efficiency of semi-supervised learning. The research proposes that data augmentation creates a similarity graph on unlabeled data, …
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New bounds improve discrete probability distribution estimation
Researchers have published new bounds for estimating discrete probability distributions using the $\ell_\infty$ norm. The work provides minimax bounds in expectation and high-probability tail bounds. This research resol…