Matches in SemOpenAlex for { <https://semopenalex.org/work/W4386874653> ?p ?o ?g. }
Showing items 1 to 59 of
59
with 100 items per page.
- W4386874653 abstract "PAC-Bayesian bounds are known to be tight and informative when studying the generalization ability of randomized classifiers. However, they require a loose and costly derandomization step when applied to some families of deterministic models such as neural networks. As an alternative to this step, we introduce new PAC-Bayesian generalization bounds that have the originality to provide disintegrated bounds, i.e., they give guarantees over one single hypothesis instead of the usual averaged analysis. Our bounds are easily optimizable and can be used to design learning algorithms. We illustrate this behavior on neural networks, and we show a significant practical improvement over the state-of-the-art framework." @default.
- W4386874653 created "2023-09-20" @default.
- W4386874653 creator A5031039870 @default.
- W4386874653 creator A5045522301 @default.
- W4386874653 creator A5067803328 @default.
- W4386874653 creator A5085978840 @default.
- W4386874653 date "2021-02-17" @default.
- W4386874653 modified "2023-09-27" @default.
- W4386874653 title "A General Framework for the Practical Disintegration of PAC-Bayesian Bounds" @default.
- W4386874653 doi "https://doi.org/10.48550/arxiv.2102.08649" @default.
- W4386874653 hasPublicationYear "2021" @default.
- W4386874653 type Work @default.
- W4386874653 citedByCount "0" @default.
- W4386874653 crossrefType "posted-content" @default.
- W4386874653 hasAuthorship W4386874653A5031039870 @default.
- W4386874653 hasAuthorship W4386874653A5045522301 @default.
- W4386874653 hasAuthorship W4386874653A5067803328 @default.
- W4386874653 hasAuthorship W4386874653A5085978840 @default.
- W4386874653 hasBestOaLocation W43868746531 @default.
- W4386874653 hasConcept C107673813 @default.
- W4386874653 hasConcept C11413529 @default.
- W4386874653 hasConcept C117765406 @default.
- W4386874653 hasConcept C119857082 @default.
- W4386874653 hasConcept C126255220 @default.
- W4386874653 hasConcept C134306372 @default.
- W4386874653 hasConcept C154945302 @default.
- W4386874653 hasConcept C177148314 @default.
- W4386874653 hasConcept C33724603 @default.
- W4386874653 hasConcept C33923547 @default.
- W4386874653 hasConcept C41008148 @default.
- W4386874653 hasConcept C50644808 @default.
- W4386874653 hasConceptScore W4386874653C107673813 @default.
- W4386874653 hasConceptScore W4386874653C11413529 @default.
- W4386874653 hasConceptScore W4386874653C117765406 @default.
- W4386874653 hasConceptScore W4386874653C119857082 @default.
- W4386874653 hasConceptScore W4386874653C126255220 @default.
- W4386874653 hasConceptScore W4386874653C134306372 @default.
- W4386874653 hasConceptScore W4386874653C154945302 @default.
- W4386874653 hasConceptScore W4386874653C177148314 @default.
- W4386874653 hasConceptScore W4386874653C33724603 @default.
- W4386874653 hasConceptScore W4386874653C33923547 @default.
- W4386874653 hasConceptScore W4386874653C41008148 @default.
- W4386874653 hasConceptScore W4386874653C50644808 @default.
- W4386874653 hasLocation W43868746531 @default.
- W4386874653 hasOpenAccess W4386874653 @default.
- W4386874653 hasPrimaryLocation W43868746531 @default.
- W4386874653 hasRelatedWork W1591671037 @default.
- W4386874653 hasRelatedWork W2075157159 @default.
- W4386874653 hasRelatedWork W2135039056 @default.
- W4386874653 hasRelatedWork W2304768084 @default.
- W4386874653 hasRelatedWork W2381411913 @default.
- W4386874653 hasRelatedWork W3132254705 @default.
- W4386874653 hasRelatedWork W4236038968 @default.
- W4386874653 hasRelatedWork W4289362772 @default.
- W4386874653 hasRelatedWork W4385957992 @default.
- W4386874653 hasRelatedWork W4386874653 @default.
- W4386874653 isParatext "false" @default.
- W4386874653 isRetracted "false" @default.
- W4386874653 workType "article" @default.