(Ab)Use of Bounds Workshop
Description
The purpose of this workshop is not merely progress assessment. The sample complexity bounds community has internal disagreements about what is (and is not) a useful bound, what is (and is not) a tight bound, how (and where) bounds might reasonably be used, and which bounds-related questions should be answered. One goal of this workshop is to debate the merits of these different issues in order to foster better understanding internally as well as externally. It is not the purpose of the workshop to converge to the one right way to assess sample complexity or learning performance etc; rather we seek to understand the relative merits of diverse approaches and how they relate, recognising that it is very unlikely there is one true and best solution. The workshop is generally focused on answers to the above questions.
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