{"id":"https://openalex.org/W4379512243","doi":"https://doi.org/10.21428/594757db.fd37d21e","title":"Exploring the Impact of Representation on Agent Learning","display_name":"Exploring the Impact of Representation on Agent Learning","publication_year":2023,"publication_date":"2023-06-05","ids":{"openalex":"https://openalex.org/W4379512243","doi":"https://doi.org/10.21428/594757db.fd37d21e"},"language":"en","primary_location":{"id":"doi:10.21428/594757db.fd37d21e","is_oa":true,"landing_page_url":"http://dx.doi.org/10.21428/594757db.fd37d21e","pdf_url":"https://caiac.pubpub.org/pub/cvpgccgc/download/pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Canadian Conference on Artificial Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://caiac.pubpub.org/pub/cvpgccgc/download/pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5092096578","display_name":"Callaghan Wilmott","orcid":null},"institutions":[{"id":"https://openalex.org/I51768193","display_name":"Royal Military College of Canada","ror":"https://ror.org/04yr71909","country_code":"CA","type":"education","lineage":["https://openalex.org/I51768193"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Callaghan Wilmott","raw_affiliation_strings":["Royal Military College of Canada, Canada"],"affiliations":[{"raw_affiliation_string":"Royal Military College of Canada, Canada","institution_ids":["https://openalex.org/I51768193"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5092096578"],"corresponding_institution_ids":["https://openalex.org/I51768193"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.11349465,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12090","display_name":"Language and cultural evolution","score":0.08460000157356262,"subfield":{"id":"https://openalex.org/subfields/3316","display_name":"Cultural Studies"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T12090","display_name":"Language and cultural evolution","score":0.08460000157356262,"subfield":{"id":"https://openalex.org/subfields/3316","display_name":"Cultural Studies"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.5598703622817993},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.483847051858902},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3260231018066406},{"id":"https://openalex.org/keywords/political-science","display_name":"Political science","score":0.10633960366249084}],"concepts":[{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5598703622817993},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.483847051858902},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3260231018066406},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.10633960366249084},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.21428/594757db.fd37d21e","is_oa":true,"landing_page_url":"http://dx.doi.org/10.21428/594757db.fd37d21e","pdf_url":"https://caiac.pubpub.org/pub/cvpgccgc/download/pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Canadian Conference on Artificial Intelligence","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.21428/594757db.fd37d21e","is_oa":true,"landing_page_url":"http://dx.doi.org/10.21428/594757db.fd37d21e","pdf_url":"https://caiac.pubpub.org/pub/cvpgccgc/download/pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Canadian Conference on Artificial Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","score":0.5199999809265137,"display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4379512243.pdf"},"referenced_works_count":8,"referenced_works":["https://openalex.org/W1600437712","https://openalex.org/W2143956139","https://openalex.org/W2145339207","https://openalex.org/W2169641192","https://openalex.org/W2736601468","https://openalex.org/W2964198579","https://openalex.org/W2982316857","https://openalex.org/W6741002519"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W2376932109","https://openalex.org/W2382290278","https://openalex.org/W2096946506","https://openalex.org/W1549289070","https://openalex.org/W1889934247","https://openalex.org/W2104995483"],"abstract_inverted_index":{"Recent":[0],"developments":[1],"in":[2,15,30],"Deep":[3],"Reinforcement":[4],"Learning":[5],"(DRL)":[6],"have":[7],"demonstrated":[8],"the":[9,23,31,48,62,78,82,89,92],"potential":[10],"of":[11,25,37,50,64,81],"agents":[12,51],"to":[13],"perform":[14],"high-dimensional":[16,79],"state":[17],"spaces.In":[18],"this":[19],"paper,":[20],"we":[21,60,69],"investigate":[22],"impact":[24],"representation":[26,38,97],"on":[27],"agent":[28],"performance":[29,49],"MountainCar":[32],"environment.We":[33],"present":[34],"a":[35,72],"range":[36],"options":[39],"with":[40,53,91],"corresponding":[41],"neural":[42],"network":[43],"architectures":[44],"and":[45],"resolutions.By":[46],"comparing":[47],"trained":[52,86],"varying":[54],"representations":[55],"using":[56],"proximal":[57],"policy":[58],"optimization,":[59],"demonstrate":[61,70],"value":[63],"utilizing":[65],"higher":[66],"resolution":[67],"representations.Finally,":[68],"that":[71],"performant":[73],"actor,":[74],"receiving":[75],"as":[76,98],"input":[77],"rendering":[80],"environment,":[83],"can":[84],"be":[85],"by":[87],"providing":[88],"critic":[90],"Radial":[93],"Basis":[94],"Function":[95],"(RBF)":[96],"input.":[99]},"counts_by_year":[],"updated_date":"2025-12-21T01:58:51.020947","created_date":"2025-10-10T00:00:00"}