Matches in SemOpenAlex for { <https://semopenalex.org/work/W4387246341> ?p ?o ?g. }
Showing items 1 to 73 of
73
with 100 items per page.
- W4387246341 endingPage "102" @default.
- W4387246341 startingPage "100" @default.
- W4387246341 abstract "Lack of explainability is hindering the practical adoption of high-performance Deep Reinforcement Learning (DRL) controllers. Prior work focused on explaining the controller by identifying salient features of the controller's input. However, these feature-based methods focus solely on inputs and do not fully explain the controller's policy. In this paper, we put forward future-based explainers as an essential tool for providing insights into the controller's decision-making process and, thereby, facilitating the practical deployment of DRL controllers. We highlight two applications of futurebased explainers in the networking domain: online safety assurance and guided controller design. Finally, we provide a roadmap for the practical development and deployment of future-based explainers for DRL network controllers." @default.
- W4387246341 created "2023-10-03" @default.
- W4387246341 creator A5008502473 @default.
- W4387246341 creator A5034897040 @default.
- W4387246341 creator A5058967466 @default.
- W4387246341 date "2023-09-28" @default.
- W4387246341 modified "2023-10-03" @default.
- W4387246341 title "Towards Future-Based Explanations for Deep RL Network Controllers" @default.
- W4387246341 cites W3005086430 @default.
- W4387246341 cites W3096386778 @default.
- W4387246341 cites W3098136764 @default.
- W4387246341 cites W3101981467 @default.
- W4387246341 cites W4308632271 @default.
- W4387246341 doi "https://doi.org/10.1145/3626570.3626607" @default.
- W4387246341 hasPublicationYear "2023" @default.
- W4387246341 type Work @default.
- W4387246341 citedByCount "0" @default.
- W4387246341 crossrefType "journal-article" @default.
- W4387246341 hasAuthorship W4387246341A5008502473 @default.
- W4387246341 hasAuthorship W4387246341A5034897040 @default.
- W4387246341 hasAuthorship W4387246341A5058967466 @default.
- W4387246341 hasConcept C105339364 @default.
- W4387246341 hasConcept C111919701 @default.
- W4387246341 hasConcept C115903868 @default.
- W4387246341 hasConcept C127413603 @default.
- W4387246341 hasConcept C133731056 @default.
- W4387246341 hasConcept C134306372 @default.
- W4387246341 hasConcept C154945302 @default.
- W4387246341 hasConcept C203479927 @default.
- W4387246341 hasConcept C2780719617 @default.
- W4387246341 hasConcept C33923547 @default.
- W4387246341 hasConcept C36503486 @default.
- W4387246341 hasConcept C41008148 @default.
- W4387246341 hasConcept C6557445 @default.
- W4387246341 hasConcept C86803240 @default.
- W4387246341 hasConcept C97541855 @default.
- W4387246341 hasConcept C98045186 @default.
- W4387246341 hasConceptScore W4387246341C105339364 @default.
- W4387246341 hasConceptScore W4387246341C111919701 @default.
- W4387246341 hasConceptScore W4387246341C115903868 @default.
- W4387246341 hasConceptScore W4387246341C127413603 @default.
- W4387246341 hasConceptScore W4387246341C133731056 @default.
- W4387246341 hasConceptScore W4387246341C134306372 @default.
- W4387246341 hasConceptScore W4387246341C154945302 @default.
- W4387246341 hasConceptScore W4387246341C203479927 @default.
- W4387246341 hasConceptScore W4387246341C2780719617 @default.
- W4387246341 hasConceptScore W4387246341C33923547 @default.
- W4387246341 hasConceptScore W4387246341C36503486 @default.
- W4387246341 hasConceptScore W4387246341C41008148 @default.
- W4387246341 hasConceptScore W4387246341C6557445 @default.
- W4387246341 hasConceptScore W4387246341C86803240 @default.
- W4387246341 hasConceptScore W4387246341C97541855 @default.
- W4387246341 hasConceptScore W4387246341C98045186 @default.
- W4387246341 hasIssue "2" @default.
- W4387246341 hasLocation W43872463411 @default.
- W4387246341 hasOpenAccess W4387246341 @default.
- W4387246341 hasPrimaryLocation W43872463411 @default.
- W4387246341 hasRelatedWork W1984717187 @default.
- W4387246341 hasRelatedWork W2937603438 @default.
- W4387246341 hasRelatedWork W2959276766 @default.
- W4387246341 hasRelatedWork W3074294383 @default.
- W4387246341 hasRelatedWork W3158304547 @default.
- W4387246341 hasRelatedWork W3210646034 @default.
- W4387246341 hasRelatedWork W4206669594 @default.
- W4387246341 hasRelatedWork W4221165949 @default.
- W4387246341 hasRelatedWork W4295941380 @default.
- W4387246341 hasRelatedWork W4385625863 @default.
- W4387246341 hasVolume "51" @default.
- W4387246341 isParatext "false" @default.
- W4387246341 isRetracted "false" @default.
- W4387246341 workType "article" @default.