{"id":"https://openalex.org/W7151768586","doi":"https://doi.org/10.48550/arxiv.2604.05533","title":"Experience Transfer for Multimodal LLM Agents in Minecraft Game","display_name":"Experience Transfer for Multimodal LLM Agents in Minecraft Game","publication_year":2026,"publication_date":"2026-04-07","ids":{"openalex":"https://openalex.org/W7151768586","doi":"https://doi.org/10.48550/arxiv.2604.05533"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2604.05533","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.05533","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2604.05533","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5133223869","display_name":"Chenghao Li","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Li, Chenghao","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133150015","display_name":"Jun Liu","orcid":"https://orcid.org/0009-0009-5115-7618"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liu, Jun","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133165562","display_name":"Songbo Zhang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Songbo","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111342538","display_name":"Huadong Jian","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jian, Huadong","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133158422","display_name":"Hao Ni","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ni, Hao","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133228090","display_name":"Lik-Hang Lee","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lee, Lik-Hang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005200603","display_name":"Sung\u2010Ho Bae","orcid":"https://orcid.org/0000-0003-2677-3186"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bae, Sung-Ho","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133213051","display_name":"Guoqing Wang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Wang, Guoqing","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5133231450","display_name":"Yang Yang","orcid":"https://orcid.org/0000-0002-1289-1803"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yang, Yang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5133235738","display_name":"Chaoning Zhang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Chaoning","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.22609999775886536,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11714","display_name":"Multimodal Machine Learning Applications","score":0.22609999775886536,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10462","display_name":"Reinforcement Learning in Robotics","score":0.17020000517368317,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10709","display_name":"Social Robot Interaction and HRI","score":0.08709999918937683,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/reuse","display_name":"Reuse","score":0.7261000275611877},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.513700008392334},{"id":"https://openalex.org/keywords/echo","display_name":"Echo (communications protocol)","score":0.5062999725341797},{"id":"https://openalex.org/keywords/adaptability","display_name":"Adaptability","score":0.43160000443458557},{"id":"https://openalex.org/keywords/analogy","display_name":"Analogy","score":0.42399999499320984},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.3862000107765198},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.34709998965263367}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7627999782562256},{"id":"https://openalex.org/C206588197","wikidata":"https://www.wikidata.org/wiki/Q846574","display_name":"Reuse","level":2,"score":0.7261000275611877},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.6912999749183655},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.513700008392334},{"id":"https://openalex.org/C2779426996","wikidata":"https://www.wikidata.org/wiki/Q18389128","display_name":"Echo (communications protocol)","level":2,"score":0.5062999725341797},{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.43160000443458557},{"id":"https://openalex.org/C521332185","wikidata":"https://www.wikidata.org/wiki/Q185816","display_name":"Analogy","level":2,"score":0.42399999499320984},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4020000100135803},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.3862000107765198},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.34709998965263367},{"id":"https://openalex.org/C2776960227","wikidata":"https://www.wikidata.org/wiki/Q2586354","display_name":"Knowledge transfer","level":2,"score":0.3278000056743622},{"id":"https://openalex.org/C2776175482","wikidata":"https://www.wikidata.org/wiki/Q1195816","display_name":"Transfer (computing)","level":2,"score":0.2987000048160553},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.2904999852180481},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.2809999883174896},{"id":"https://openalex.org/C2776544517","wikidata":"https://www.wikidata.org/wiki/Q189447","display_name":"Unexpected events","level":2,"score":0.27970001101493835},{"id":"https://openalex.org/C2777938197","wikidata":"https://www.wikidata.org/wiki/Q7834022","display_name":"Transfer of training","level":2,"score":0.27480000257492065},{"id":"https://openalex.org/C135641252","wikidata":"https://www.wikidata.org/wiki/Q738567","display_name":"Multimodal interaction","level":2,"score":0.26930001378059387},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.2508000135421753}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2604.05533","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.05533","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.48550/arxiv.2604.05533","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2604.05533","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Multimodal":[0],"LLM":[1,171],"agents":[2,30,172],"operating":[3],"in":[4,86,113,173],"complex":[5,174],"game":[6],"environments":[7],"must":[8],"continually":[9],"reuse":[10],"past":[11],"experience":[12,83,157],"to":[13,31,71,99,106,126],"solve":[14],"new":[15,87],"tasks":[16,78,108],"efficiently.":[17],"In":[18],"this":[19,91],"work,":[20],"we":[21],"propose":[22],"Echo,":[23],"a":[24,43,118,124,135,145,160],"transfer-oriented":[25],"memory":[26,41],"framework":[27],"that":[28,156],"enables":[29],"derive":[32],"actionable":[33],"knowledge":[34,56],"from":[35],"prior":[36,82],"interactions":[37],"rather":[38],"than":[39],"treating":[40],"as":[42],"passive":[44],"repository":[45],"of":[46,169],"static":[47],"records.":[48],"To":[49],"make":[50],"transfer":[51,158],"explicit,":[52],"Echo":[53,93,122,133],"decomposes":[54],"reusable":[55],"into":[57],"five":[58],"dimensions:":[59],"structure,":[60],"attribute,":[61],"process,":[62],"function,":[63],"and":[64,79,103,167],"interaction.":[65],"This":[66],"formulation":[67],"allows":[68],"the":[69,165],"agent":[70],"identify":[72],"recurring":[73],"patterns":[74],"shared":[75],"across":[76],"different":[77],"infer":[80],"what":[81],"remains":[84],"applicable":[85],"situations.":[88],"Building":[89],"on":[90,129],"formulation,":[92],"leverages":[94],"In-Context":[95],"Analogy":[96],"Learning":[97],"(ICAL)":[98],"retrieve":[100],"relevant":[101],"experiences":[102],"adapt":[104],"them":[105],"unseen":[107],"through":[109],"contextual":[110],"examples.":[111],"Experiments":[112],"Minecraft":[114],"show":[115],"that,":[116],"under":[117],"from-scratch":[119],"learning":[120],"setting,":[121],"achieves":[123],"1.3x":[125],"1.7x":[127],"speed-up":[128],"object-unlocking":[130],"tasks.":[131],"Moreover,":[132],"exhibits":[134],"burst-like":[136],"chain-unlocking":[137],"phenomenon,":[138],"rapidly":[139],"unlocking":[140],"multiple":[141],"similar":[142],"items":[143],"within":[144],"short":[146],"time":[147],"interval":[148],"after":[149],"acquiring":[150],"transferable":[151],"experience.":[152],"These":[153],"results":[154],"suggest":[155],"is":[159],"promising":[161],"direction":[162],"for":[163],"improving":[164],"efficiency":[166],"adaptability":[168],"multimodal":[170],"interactive":[175],"environments.":[176]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2026-04-09T00:00:00"}
