Researcher profile
Valentina Zantedeschi
2 papers in the PaperMetrix corpus
Publications
Papers by this author
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Learning Binary Decision Trees by Argmin Differentiation
2020 · arXiv (Cornell University)
We address the problem of learning binary decision trees that partition data for some downstream task. We propose to learn discrete parameters (i.e., for tree traversals and node pruning) and continuous parameters (i.e., for tree …
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Leveraging PAC-Bayes Theory and Gibbs Distributions for Generalization Bounds with Complexity Measures
2024 · arXiv (Cornell University)
In statistical learning theory, a generalization bound usually involves a complexity measure imposed by the considered theoretical framework. This limits the scope of such bounds, as other forms of capacity measures or regularizations are used …