Discovering Portable Options through Automated Mapping

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dc.contributor.authorTopin, Nicholay
dc.contributor.authorHaltmeyer, Nicholas
dc.contributor.authorSquire, Shawn
dc.contributor.authorWinder, John
dc.contributor.authorMacGlashan, James
dc.contributor.authordesJardins, Marie
dc.date.accessioned2023-10-12T18:24:29Z
dc.date.available2023-10-12T18:24:29Z
dc.description.abstractGoal for artificial agents: Learn the most efficient process for completing a task in a given domain o Corollary: Reuse and transfer learned knowledge o Previous work assumed that a mapping was provided or that all domains were identical o Our contributions:  Automatically map across domains with different objects and attributes  Leverage prior knowledge by identifying commonalities between source and target domains  Provide novel techniques for scoring mappings and abstracting domains o Our method outperforms Pickett and Barto's PolicyBlocks (2002) and MacGlashan's Transfer Options (2013)en_US
dc.description.sponsorshipThis work was supported by NSF’s Division of Information and Intelligent Systems on awards #1065228 and #1340150 (REU supplement). We would like to thank the other coPIs on the project, Michael Littman and Smaranda Muresan, for many fruitful discussions.en_US
dc.description.urihttp://hpcf-files.umbc.edu/research/posters/DesJardins_HPCF_Poster.pdfen_US
dc.format.extent1 pageen_US
dc.genrepostersen_US
dc.identifierdoi:10.13016/m2nyiv-xspp
dc.identifier.urihttp://hdl.handle.net/11603/30094
dc.language.isoen_USen_US
dc.relation.isAvailableAtThe University of Maryland, Baltimore County (UMBC)
dc.relation.ispartofUMBC Computer Science and Electrical Engineering Department Collection
dc.relation.ispartofUMBC Faculty Collection
dc.relation.ispartofUMBC Student Collection
dc.relation.ispartofUMBC College of Engineering and Information Technology Dean's Office
dc.rightsThis item is likely protected under Title 17 of the U.S. Copyright Law. Unless on a Creative Commons license, for uses protected by Copyright Law, contact the copyright holder or the author.en_US
dc.titleDiscovering Portable Options through Automated Mappingen_US
dc.typeTexten_US

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