Matches in SemOpenAlex for { <https://semopenalex.org/work/W2891830784> ?p ?o ?g. }
Showing items 1 to 91 of
91
with 100 items per page.
- W2891830784 abstract "Autonomous AI systems will be entering human society in the near future to provide services and work alongside humans. For those systems to be accepted and trusted, the users should be able to understand the reasoning process of the system, i.e. the system should be transparent. System transparency enables humans to form coherent explanations of the system's decisions and actions. Transparency is important not only for user trust, but also for software debugging and certification. In recent years, Deep Neural Networks have made great advances in multiple application areas. However, deep neural networks are opaque. In this paper, we report on work in transparency in Deep Reinforcement Learning Networks (DRLN). Such networks have been extremely successful in accurately learning action control in image input domains, such as Atari games. In this paper, we propose a novel and general method that (a) incorporates explicit recognition processing into deep reinforcement learning models, (b) forms the basis for the development of object saliency maps, to provide visualization of internal states of DRLNs, thus enabling the formation of explanations and (c) can be incorporated in any existing deep reinforcement learning framework. We present computational results and human experiments to evaluate our approach." @default.
- W2891830784 created "2018-09-27" @default.
- W2891830784 creator A5032963335 @default.
- W2891830784 creator A5045908106 @default.
- W2891830784 creator A5057603259 @default.
- W2891830784 creator A5078581374 @default.
- W2891830784 creator A5084355106 @default.
- W2891830784 creator A5087505541 @default.
- W2891830784 date "2018-12-27" @default.
- W2891830784 modified "2023-10-11" @default.
- W2891830784 title "Transparency and Explanation in Deep Reinforcement Learning Neural Networks" @default.
- W2891830784 cites W117178103 @default.
- W2891830784 cites W1849277567 @default.
- W2891830784 cites W1976570622 @default.
- W2891830784 cites W2070986762 @default.
- W2891830784 cites W2097117768 @default.
- W2891830784 cites W2119717200 @default.
- W2891830784 cites W2145339207 @default.
- W2891830784 cites W2158698691 @default.
- W2891830784 cites W2162651730 @default.
- W2891830784 cites W2282821441 @default.
- W2891830784 cites W2321972046 @default.
- W2891830784 cites W234809696 @default.
- W2891830784 cites W2491179239 @default.
- W2891830784 doi "https://doi.org/10.1145/3278721.3278776" @default.
- W2891830784 hasPublicationYear "2018" @default.
- W2891830784 type Work @default.
- W2891830784 sameAs 2891830784 @default.
- W2891830784 citedByCount "77" @default.
- W2891830784 countsByYear W28918307842018 @default.
- W2891830784 countsByYear W28918307842019 @default.
- W2891830784 countsByYear W28918307842020 @default.
- W2891830784 countsByYear W28918307842021 @default.
- W2891830784 countsByYear W28918307842022 @default.
- W2891830784 countsByYear W28918307842023 @default.
- W2891830784 crossrefType "proceedings-article" @default.
- W2891830784 hasAuthorship W2891830784A5032963335 @default.
- W2891830784 hasAuthorship W2891830784A5045908106 @default.
- W2891830784 hasAuthorship W2891830784A5057603259 @default.
- W2891830784 hasAuthorship W2891830784A5078581374 @default.
- W2891830784 hasAuthorship W2891830784A5084355106 @default.
- W2891830784 hasAuthorship W2891830784A5087505541 @default.
- W2891830784 hasBestOaLocation W28918307841 @default.
- W2891830784 hasConcept C107457646 @default.
- W2891830784 hasConcept C108583219 @default.
- W2891830784 hasConcept C111919701 @default.
- W2891830784 hasConcept C119857082 @default.
- W2891830784 hasConcept C154945302 @default.
- W2891830784 hasConcept C168065819 @default.
- W2891830784 hasConcept C199360897 @default.
- W2891830784 hasConcept C2780233690 @default.
- W2891830784 hasConcept C36464697 @default.
- W2891830784 hasConcept C38652104 @default.
- W2891830784 hasConcept C41008148 @default.
- W2891830784 hasConcept C50644808 @default.
- W2891830784 hasConcept C97541855 @default.
- W2891830784 hasConcept C98045186 @default.
- W2891830784 hasConceptScore W2891830784C107457646 @default.
- W2891830784 hasConceptScore W2891830784C108583219 @default.
- W2891830784 hasConceptScore W2891830784C111919701 @default.
- W2891830784 hasConceptScore W2891830784C119857082 @default.
- W2891830784 hasConceptScore W2891830784C154945302 @default.
- W2891830784 hasConceptScore W2891830784C168065819 @default.
- W2891830784 hasConceptScore W2891830784C199360897 @default.
- W2891830784 hasConceptScore W2891830784C2780233690 @default.
- W2891830784 hasConceptScore W2891830784C36464697 @default.
- W2891830784 hasConceptScore W2891830784C38652104 @default.
- W2891830784 hasConceptScore W2891830784C41008148 @default.
- W2891830784 hasConceptScore W2891830784C50644808 @default.
- W2891830784 hasConceptScore W2891830784C97541855 @default.
- W2891830784 hasConceptScore W2891830784C98045186 @default.
- W2891830784 hasFunder F4320338279 @default.
- W2891830784 hasLocation W28918307841 @default.
- W2891830784 hasLocation W28918307842 @default.
- W2891830784 hasLocation W28918307843 @default.
- W2891830784 hasOpenAccess W2891830784 @default.
- W2891830784 hasPrimaryLocation W28918307841 @default.
- W2891830784 hasRelatedWork W1526989548 @default.
- W2891830784 hasRelatedWork W1872758522 @default.
- W2891830784 hasRelatedWork W1919905746 @default.
- W2891830784 hasRelatedWork W2076364187 @default.
- W2891830784 hasRelatedWork W2319060530 @default.
- W2891830784 hasRelatedWork W251114125 @default.
- W2891830784 hasRelatedWork W2891830784 @default.
- W2891830784 hasRelatedWork W2922173712 @default.
- W2891830784 hasRelatedWork W2952901844 @default.
- W2891830784 hasRelatedWork W3044383684 @default.
- W2891830784 isParatext "false" @default.
- W2891830784 isRetracted "false" @default.
- W2891830784 magId "2891830784" @default.
- W2891830784 workType "article" @default.