Matches in SemOpenAlex for { <https://semopenalex.org/work/W4288281063> ?p ?o ?g. }
Showing items 1 to 43 of
43
with 100 items per page.
- W4288281063 abstract "We introduce DeepProbLog, a neural probabilistic logic programming language that incorporates deep learning by means of neural predicates. We show how existing inference and learning techniques of the underlying probabilistic logic programming language ProbLog can be adapted for the new language. We theoretically and experimentally demonstrate that DeepProbLog supports (i) both symbolic and subsymbolic representations and inference, (ii) program induction, (iii) probabilistic (logic) programming, and (iv) (deep) learning from examples. To the best of our knowledge, this work is the first to propose a framework where general-purpose neural networks and expressive probabilistic-logical modeling and reasoning are integrated in a way that exploits the full expressiveness and strengths of both worlds and can be trained end-to-end based on examples." @default.
- W4288281063 created "2022-07-28" @default.
- W4288281063 creator A5003576783 @default.
- W4288281063 creator A5019849127 @default.
- W4288281063 creator A5023203721 @default.
- W4288281063 creator A5075509168 @default.
- W4288281063 creator A5078136609 @default.
- W4288281063 date "2019-07-18" @default.
- W4288281063 modified "2023-09-25" @default.
- W4288281063 title "Neural Probabilistic Logic Programming in DeepProbLog" @default.
- W4288281063 doi "https://doi.org/10.48550/arxiv.1907.08194" @default.
- W4288281063 hasPublicationYear "2019" @default.
- W4288281063 type Work @default.
- W4288281063 citedByCount "0" @default.
- W4288281063 crossrefType "posted-content" @default.
- W4288281063 hasAuthorship W4288281063A5003576783 @default.
- W4288281063 hasAuthorship W4288281063A5019849127 @default.
- W4288281063 hasAuthorship W4288281063A5023203721 @default.
- W4288281063 hasAuthorship W4288281063A5075509168 @default.
- W4288281063 hasAuthorship W4288281063A5078136609 @default.
- W4288281063 hasBestOaLocation W42882810631 @default.
- W4288281063 hasConcept C128838566 @default.
- W4288281063 hasConcept C154945302 @default.
- W4288281063 hasConcept C199360897 @default.
- W4288281063 hasConcept C34165917 @default.
- W4288281063 hasConcept C41008148 @default.
- W4288281063 hasConcept C49937458 @default.
- W4288281063 hasConcept C50033165 @default.
- W4288281063 hasConceptScore W4288281063C128838566 @default.
- W4288281063 hasConceptScore W4288281063C154945302 @default.
- W4288281063 hasConceptScore W4288281063C199360897 @default.
- W4288281063 hasConceptScore W4288281063C34165917 @default.
- W4288281063 hasConceptScore W4288281063C41008148 @default.
- W4288281063 hasConceptScore W4288281063C49937458 @default.
- W4288281063 hasConceptScore W4288281063C50033165 @default.
- W4288281063 hasLocation W42882810631 @default.
- W4288281063 hasLocation W42882810632 @default.
- W4288281063 hasLocation W42882810633 @default.
- W4288281063 hasOpenAccess W4288281063 @default.
- W4288281063 hasPrimaryLocation W42882810631 @default.
- W4288281063 isParatext "false" @default.
- W4288281063 isRetracted "false" @default.
- W4288281063 workType "article" @default.