Matches in SemOpenAlex for { <https://semopenalex.org/work/W2962804563> ?p ?o ?g. }
Showing items 1 to 80 of
80
with 100 items per page.
- W2962804563 endingPage "32" @default.
- W2962804563 startingPage "17" @default.
- W2962804563 abstract "End-to-end learning refers to training a possibly complex learning system by applying gradient-based learning to the system as a whole. End-to-end learning system is specifically designed so that all modules are differentiable. In effect, not only a central learning machine, but also all peripheral modules like representation learning and memory formation are covered by a holistic learning process. The power of end-to-end learning has been demonstrated on many tasks, like playing a whole array of Atari video games with a single architecture. While pushing for solutions to more challenging tasks, network architectures keep growing more and more complex. In this paper we ask the question whether and to what extent end-to-end learning is a future-proof technique in the sense of scaling to complex and diverse data processing architectures. We point out potential inefficiencies, and we argue in particular that end-to-end learning does not make optimal use of the modular design of present neural networks. Our surprisingly simple experiments demonstrate these inefficiencies, up to the complete breakdown of learning." @default.
- W2962804563 created "2019-07-30" @default.
- W2962804563 creator A5000470711 @default.
- W2962804563 date "2017-11-11" @default.
- W2962804563 modified "2023-09-26" @default.
- W2962804563 title "Limits of End-to-End Learning" @default.
- W2962804563 hasPublicationYear "2017" @default.
- W2962804563 type Work @default.
- W2962804563 sameAs 2962804563 @default.
- W2962804563 citedByCount "11" @default.
- W2962804563 countsByYear W29628045632018 @default.
- W2962804563 countsByYear W29628045632020 @default.
- W2962804563 countsByYear W29628045632021 @default.
- W2962804563 crossrefType "proceedings-article" @default.
- W2962804563 hasAuthorship W2962804563A5000470711 @default.
- W2962804563 hasConcept C101468663 @default.
- W2962804563 hasConcept C119857082 @default.
- W2962804563 hasConcept C120822770 @default.
- W2962804563 hasConcept C12298181 @default.
- W2962804563 hasConcept C154945302 @default.
- W2962804563 hasConcept C188888258 @default.
- W2962804563 hasConcept C199360897 @default.
- W2962804563 hasConcept C19966478 @default.
- W2962804563 hasConcept C24138899 @default.
- W2962804563 hasConcept C2524010 @default.
- W2962804563 hasConcept C28719098 @default.
- W2962804563 hasConcept C33923547 @default.
- W2962804563 hasConcept C41008148 @default.
- W2962804563 hasConcept C50644808 @default.
- W2962804563 hasConcept C74296488 @default.
- W2962804563 hasConcept C77967617 @default.
- W2962804563 hasConcept C90509273 @default.
- W2962804563 hasConcept C98045186 @default.
- W2962804563 hasConceptScore W2962804563C101468663 @default.
- W2962804563 hasConceptScore W2962804563C119857082 @default.
- W2962804563 hasConceptScore W2962804563C120822770 @default.
- W2962804563 hasConceptScore W2962804563C12298181 @default.
- W2962804563 hasConceptScore W2962804563C154945302 @default.
- W2962804563 hasConceptScore W2962804563C188888258 @default.
- W2962804563 hasConceptScore W2962804563C199360897 @default.
- W2962804563 hasConceptScore W2962804563C19966478 @default.
- W2962804563 hasConceptScore W2962804563C24138899 @default.
- W2962804563 hasConceptScore W2962804563C2524010 @default.
- W2962804563 hasConceptScore W2962804563C28719098 @default.
- W2962804563 hasConceptScore W2962804563C33923547 @default.
- W2962804563 hasConceptScore W2962804563C41008148 @default.
- W2962804563 hasConceptScore W2962804563C50644808 @default.
- W2962804563 hasConceptScore W2962804563C74296488 @default.
- W2962804563 hasConceptScore W2962804563C77967617 @default.
- W2962804563 hasConceptScore W2962804563C90509273 @default.
- W2962804563 hasConceptScore W2962804563C98045186 @default.
- W2962804563 hasLocation W29628045631 @default.
- W2962804563 hasOpenAccess W2962804563 @default.
- W2962804563 hasPrimaryLocation W29628045631 @default.
- W2962804563 hasRelatedWork W1247499718 @default.
- W2962804563 hasRelatedWork W1538393421 @default.
- W2962804563 hasRelatedWork W1696165702 @default.
- W2962804563 hasRelatedWork W2059708850 @default.
- W2962804563 hasRelatedWork W2095531831 @default.
- W2962804563 hasRelatedWork W2105204418 @default.
- W2962804563 hasRelatedWork W2112529578 @default.
- W2962804563 hasRelatedWork W2194775991 @default.
- W2962804563 hasRelatedWork W2270259275 @default.
- W2962804563 hasRelatedWork W2485310021 @default.
- W2962804563 hasRelatedWork W2737857002 @default.
- W2962804563 hasRelatedWork W2790819610 @default.
- W2962804563 hasRelatedWork W2801395104 @default.
- W2962804563 hasRelatedWork W2897432694 @default.
- W2962804563 hasRelatedWork W2899138465 @default.
- W2962804563 hasRelatedWork W2975574935 @default.
- W2962804563 hasRelatedWork W2996514457 @default.
- W2962804563 hasRelatedWork W3026935788 @default.
- W2962804563 hasRelatedWork W3086640692 @default.
- W2962804563 hasRelatedWork W3119203814 @default.
- W2962804563 isParatext "false" @default.
- W2962804563 isRetracted "false" @default.
- W2962804563 magId "2962804563" @default.
- W2962804563 workType "article" @default.