Matches in SemOpenAlex for { <https://semopenalex.org/work/W4309805130> ?p ?o ?g. }
Showing items 1 to 73 of
73
with 100 items per page.
- W4309805130 abstract "Deep learning uses an increasing amount of computation and data to solve very specific problems. By stark contrast, human minds solve a wide range of problems using a fixed amount of computation and limited experience. One ability that seems crucial to this kind of general intelligence is meta-reasoning, i.e., our ability to reason about reasoning. To make deep learning do more from less, we propose the differentiable logical meta interpreter (DLMI). The key idea is to realize a meta-interpreter using differentiable forward-chaining reasoning in first-order logic. This directly allows DLMI to reason and even learn about its own operations. This is different from performing object-level deep reasoning and learning, which refers in some way to entities external to the system. In contrast, DLMI is able to reflect or introspect, i.e., to shift from meta-reasoning to object-level reasoning and vice versa. Among many other experimental evaluations, we illustrate this behavior using the novel task of repairing Kandinsky patterns, i.e., how to edit the objects in an image so that it agrees with a given logical concept." @default.
- W4309805130 created "2022-11-29" @default.
- W4309805130 creator A5029345613 @default.
- W4309805130 creator A5033991278 @default.
- W4309805130 creator A5037636074 @default.
- W4309805130 creator A5063339544 @default.
- W4309805130 date "2022-11-21" @default.
- W4309805130 modified "2023-09-23" @default.
- W4309805130 title "Differentiable Meta logical Programming" @default.
- W4309805130 doi "https://doi.org/10.48550/arxiv.2211.11650" @default.
- W4309805130 hasPublicationYear "2022" @default.
- W4309805130 type Work @default.
- W4309805130 citedByCount "0" @default.
- W4309805130 crossrefType "posted-content" @default.
- W4309805130 hasAuthorship W4309805130A5029345613 @default.
- W4309805130 hasAuthorship W4309805130A5033991278 @default.
- W4309805130 hasAuthorship W4309805130A5037636074 @default.
- W4309805130 hasAuthorship W4309805130A5063339544 @default.
- W4309805130 hasBestOaLocation W43098051301 @default.
- W4309805130 hasConcept C122783720 @default.
- W4309805130 hasConcept C134306372 @default.
- W4309805130 hasConcept C154945302 @default.
- W4309805130 hasConcept C15744967 @default.
- W4309805130 hasConcept C162324750 @default.
- W4309805130 hasConcept C187736073 @default.
- W4309805130 hasConcept C199360897 @default.
- W4309805130 hasConcept C202615002 @default.
- W4309805130 hasConcept C21847791 @default.
- W4309805130 hasConcept C2776502983 @default.
- W4309805130 hasConcept C2780451532 @default.
- W4309805130 hasConcept C2781002164 @default.
- W4309805130 hasConcept C2781238097 @default.
- W4309805130 hasConcept C33923547 @default.
- W4309805130 hasConcept C41008148 @default.
- W4309805130 hasConcept C43971567 @default.
- W4309805130 hasConcept C49020025 @default.
- W4309805130 hasConcept C542102704 @default.
- W4309805130 hasConcept C80444323 @default.
- W4309805130 hasConceptScore W4309805130C122783720 @default.
- W4309805130 hasConceptScore W4309805130C134306372 @default.
- W4309805130 hasConceptScore W4309805130C154945302 @default.
- W4309805130 hasConceptScore W4309805130C15744967 @default.
- W4309805130 hasConceptScore W4309805130C162324750 @default.
- W4309805130 hasConceptScore W4309805130C187736073 @default.
- W4309805130 hasConceptScore W4309805130C199360897 @default.
- W4309805130 hasConceptScore W4309805130C202615002 @default.
- W4309805130 hasConceptScore W4309805130C21847791 @default.
- W4309805130 hasConceptScore W4309805130C2776502983 @default.
- W4309805130 hasConceptScore W4309805130C2780451532 @default.
- W4309805130 hasConceptScore W4309805130C2781002164 @default.
- W4309805130 hasConceptScore W4309805130C2781238097 @default.
- W4309805130 hasConceptScore W4309805130C33923547 @default.
- W4309805130 hasConceptScore W4309805130C41008148 @default.
- W4309805130 hasConceptScore W4309805130C43971567 @default.
- W4309805130 hasConceptScore W4309805130C49020025 @default.
- W4309805130 hasConceptScore W4309805130C542102704 @default.
- W4309805130 hasConceptScore W4309805130C80444323 @default.
- W4309805130 hasLocation W43098051301 @default.
- W4309805130 hasOpenAccess W4309805130 @default.
- W4309805130 hasPrimaryLocation W43098051301 @default.
- W4309805130 hasRelatedWork W1553887524 @default.
- W4309805130 hasRelatedWork W2077288557 @default.
- W4309805130 hasRelatedWork W2161646044 @default.
- W4309805130 hasRelatedWork W2353965302 @default.
- W4309805130 hasRelatedWork W2372129842 @default.
- W4309805130 hasRelatedWork W2388420286 @default.
- W4309805130 hasRelatedWork W2398049060 @default.
- W4309805130 hasRelatedWork W2536200976 @default.
- W4309805130 hasRelatedWork W3003692200 @default.
- W4309805130 hasRelatedWork W83884855 @default.
- W4309805130 isParatext "false" @default.
- W4309805130 isRetracted "false" @default.
- W4309805130 workType "article" @default.