{“id”:“https://openalex.org/W43226186“,”doi“:”https://doi.org/10.48550/arxiv.2302.12351“,”title“:“关于稳健转移的硬度:从对称差分假设空间上的Rademacher复杂性看”,“display_name”:“关于稳健性转移的硬度——从对称差分假设空间上RademacherComplexity:透视”,“publication_year”:2023,“publitation_date”:“2023-01-01”,“ids”:{“openalex“:”https://openalex.org/W43226186“,”doi“:”https://doi.org/10.48550/arxiv.2302.12351“},”language“:”en“,”primary_location“:{”is_oa“:true,”landing_page_url“:”https://arxiv.org/abs/2302.12351“,”pdf_url“:空,”源“:{”id“:”https://openalex.org/S4306400194“,”display_name“:”arXiv(康奈尔大学)“,”issn_l“:null,”issn“:null,”is_oa“:true,”is_in_doaj“:false,”host_organization“:”https://openalex.org/I205783295“,”“host_organization_name”:“康奈尔大学”,“host_organization_lineage”:[“https://openalex.org/I205783295“],”host_organization_lineage_names“:[”康奈尔大学“],“type”:“repository”},“license”:“cc-by”,“licence_id”:“https://openalex.org/licenses/cc-by“,”version“:”submittedVersion“,”is_accepted“:false,”is_published“:false},”type“:”preprint“,”type_crossref“:“posted-content”,”indexed_in“:[”arxiv“,”datacite“],”open_access“:{”is_oa“:true,”oa_status“:”green“,”oa_url“:”https://arxiv.org/abs/2302.12351“,”any_repository_has_fulltext“:true},”authorships“:[{”author_position“:”第一“,”作者“:{”id“:”https://openalex.org/A504496242“,”display_name“:”邓玉阳“,”orcid“:”https://orcid.org/0009-0004-4530-4726“},”机构“:[],”国家“:[[],”is_corresponding“:false,”raw_author_name“:”邓玉阳“,”raw _ afiliation_strings“:[],“隶属关系”:[]},{“author_position”:“middle”,“author”:{“id”:“https://openalex.org/A5051786081“,”display_name“:”Nidham Gazagnadou“,”orcid“:null},”机构“:[],”国家“:[],”is_correresponsing“:false,”raw_author_name“:”Gazagnadou,Nidham“,”raw_affiation_strings“:[],”affiliations“:[]},{”author_position“:”middle“,”author“:{”id“:”https://openalex.org/A5071064449“,”display_name“:”Junyuan Hong“,”orcid“:”https://orcid.org/0000-0002-5718-5187“},”机构“:[],”国家“:[[],”is_corresponding“:false,”raw_author_name“:”Hong,Junyuan“,”raw_affiliation_strings“:[],“affiliations”:[]},{“author_position”:“middle”,“author”:{“id”:“https://openalex.org/A5076083402“,”display_name“:”Mehrdad Mahdavi“,”orcid“:”https://orcid.org/0000-0003-2679-6679“},”机构“:[],”国家“:[[],”is_corresponding“:false,”raw_author_name“:”Mahdavi,Mehrdad“,”raw _ afiliation_strings“:[],“从属关系”:[]},{“author_position”:“last”,“author”:{“id”:“https://openalex.org/A5052577882“,”display_name“:”凌卷Lyu“,”兽人“:”https://orcid.org/0000-0003-3170-4994“},”机构“:[],”国家“:[[],”is_corresponding“:false,”raw_author_name“:”Lyu,Lingjuan“,”raw _ affiliation_strings“:[],“隶属关系”:[]}],“countries _ distinct _count”:0,“institutions _ disting _count“:0,”corresponding_author_ids“:[].”,“correspounding _ institution_ids”:[]“has_fulltext”:假,“cited_by_count“:0,”cited_by_percentile_year“:{”min“:0”,“max”:77},“biblio”:{“volume”:null,“issue”:nul,“first_page”:null,“last_page”:null},”is_retracted“:false,”is_paratext“:false,”primary_topic“:”{“id”:“https://openalex.org/T11689“,”“display_name”:“深度学习模型中的对抗稳健性”,“score”:0.9973,“subfield”:{“id”:“https://openalex.org/subfields/1702“,”display_name“:”人工智能“},”字段“:{”id“:”https://openalex.org/fields/17“,”display_name“:”Computer Science“},”domain“:{”id“:”https://openalex.org/domains/3“,”display_name“:”物理科学“}},”主题“:[{”id“:”https://openalex.org/T11689“,”“display_name”:“深度学习模型中的对抗稳健性”,“score”:0.9973,“subfield”:{“id”:“https://openalex.org/subfields/1702“,”display_name“:”人工智能“},”字段“:{”id“:”https://openalex.org/fields/17“,”display_name“:”Computer Science“},”domain“:{”id“:”https://openalex.org/domains/3“,”display_name“:”物理科学“}},{”id“:”https://openalex.org/T11307“,”display_name“:”迁移学习和领域适应的进展“,”score“:0.93,”subfield“:{”id“:”https://openalex.org/subfields/1702“,”display_name“:”人工智能“},”字段“:{”id“:”https://openalex.org/fields/17“,”display_name“:”Computer Science“},”domain“:{”id“:”https://openalex.org/domains/3“,”display_name“:”物理科学“}}],”关键词“:[{”id“:”https://openalex.org/keywords/transfer-learning网站“,”display_name“:”转移学习“,”score“:0.557175},{”id“:”https://openalex.org/keywords/domain-adaptation网站“,”display_name“:”域适配“,”score“:0.555459},{”id“:”https://openalex.org/keywords/robustivity网站“,”display_name“:”健壮性“,”score“:0.548567}],”概念“:[{”id“:”https://openalex.org/C63479239,“wikidata”:https://www.wikidata.org/wiki/Q7353546“,”display_name“:”健壮性(进化)“,”level“:3,”score“:0.68841255},{”id“:”https://openalex.org/C37736160,“wikidata”:https://www.wikidata.org/wiki/Q1801315“,”display_name“:”对抗体系“,”level“:2,”score“:0.54076755},{”id“:”https://openalex.org/C2776434776,“wikidata”:https://www.wikidata.org/wiki/Q19246213“,”display_name“:”域自适应“,”level“:3,”score“:0.51719105},{”id“:”https://openalex.org/C41008148,“wikidata”:https://www.wikidata.org/wiki/Q21198“,”display_name“:”计算机科学“,”level“:0,”score“:0.49645954},{”id“:”https://openalex.org/C177148314,“wikidata”:https://www.wikidata.org/wiki/Q170084“,”display_name“:”Generalization“,”level“:2,”score“:0.4660353},{”id“:”https://openalex.org/C33923547,“wikidata”:https://www.wikidata.org/wiki/Q395“,”display_name“:”数学“,”等级“:0,”分数“:0.46503016},{”id“:”https://openalex.org/C36503486,“wikidata”:https://www.wikidata.org/wiki/Q11235244“,”display_name“:”域(数学分析)“,”level“:2,”score“:0.46324056},{”id“:”https://openalex.org/C80444323,“wikidata”:https://www.wikidata.org/wiki/Q2878974“,”display_name“:”理论计算机科学“,”level“:1,”score“:0.42543063},{”id“:”https://openalex.org/C118615104,“wikidata”:https://www.wikidata.org/wiki/Q121416“,”display_name“:”离散数学“,”level“:1,”score“:0.37538153},{”id“:”https://openalex.org/C154945302,“wikidata”:https://www.wikidata.org/wiki/Q11660“,”display_name“:”人工智能“,”level“:1,”score“:0.28920445},{”id“:”https://openalex.org/C134306372,“wikidata”:https://www.wikidata.org/wiki/Q7754“,”display_name“:”数学分析“,”level“:1,”score“:0.0},{”id“:”https://openalex.org/C55493867,“wikidata”:https://www.wikidata.org/wiki/Q7094“,”display_name“:”生物化学“,”level“:1,”score“:0.0},{”id“:”https://openalex.org/C185592680,“wikidata”:https://www.wikidata.org/wiki/Q2329“,”display_name“:”Chemistry“,”level“:0,”score“:0.0},{”id“:”https://openalex.org/C95623464,“wikidata”:https://www.wikidata.org/wiki/Q1096149“,”display_name“:”分类器(UML)“,”level“:2,”score“:0.0},{”id“:”https://openalex.org/C104317684,“wikidata”:https://www.wikidata.org/wiki/Q7187“,”display_name“:”Gene“,”level“:2,”score“:0.0}],”mesh“:[],”locations_count“:2.”locations“:[{”is_oa“:true,”landing_page_url“:”https://arxiv.org/abs/2302.12351“,”pdf_url“:空,”源“:{”id“:”https://openalex.org/S4306400194“,”display_name“:”arXiv(康奈尔大学)“,”issn_l“:null,”issn“:null,”is_oa“:true,”is_in_doaj“:false,”host_organization“:”https://openalex.org/I205783295“,”“host_organization_name”:“康奈尔大学”,“host_organization_lineage”:[“https://openalex.org/I205783295“],”host_organization_lineage_names“:[”康奈尔大学“],“type”:“repository”},“license”:“cc-by”,“licence_id”:“https://openalex.org/licenses/cc-by“,”版本“:”提交版本“,”is_accepted“:false,”is_published“:false},{”is_oa“:false,”landing_page_url“:”https://api.datacite.org/dois/10.48550/arxiv.2302.12351“,”pdf_url“:空,”源“:{”id“:”https://openalex.org/S4393179698“,”display_name“:”DataCite API“,”issn_l“:null,”issn“:null,”is_oa“:true,”is_ in_doaj“:false,”host_organization“:”https://openalex.org/I4210145204“,”host_organization_name“:”DataCite“,”host_organization_lineage“:[”https://openalex.org/I4210145204“],”host_organization_lineage_names“:[”DataCite“],“type”:“metadata”},“license”:null,“licence_id”:null,“version”:null}],“best_oa_location”:{“is_oa”:true,“landing_page_url”:“https://arxiv.org/abs/2302.12351“,”pdf_url“:空,”源“:{”id“:”https://openalex.org/S4306400194“,”display_name“:”arXiv(康奈尔大学)“,”issn_l“:null,”issn“:null,”is_oa“:true,”is_in_doaj“:false,”host_organization“:”https://openalex.org/I205783295“,”“host_organization_name”:“康奈尔大学”,“host_organization_lineage”:[“https://openalex.org/I205783295“],”host_organization_lineage_names“:[”康奈尔大学“],“type”:“repository”},“license”:“cc-by”,“licence_id”:“https://openalex.org/licenses/cc-by“,”version“:”submittedVersion“,”is_accepted“:false,”is_published“:false},”sustainable_development_goals“:[],”grants“:[],”datasets“:],”versions“:[https://openalex.org/W4389474468","https://openalex.org/W4321649381","https://openalex.org/W4300172004","https://openalex.org/W4295929828","https://openalex.org/W4221144712","https://openalex.org/W3203792196","https://openalex.org/W3180787869","https://openalex.org/W3156096827","https://openalex.org/W2997645659","https://openalex.org/W2955455867“],”ngrams_url“:”https://api.openalex.org/works/W43226186/ngrams网站“,”“abstract_inverted_index”:{“Recent”:[0],“studies”:[1],“demoved”:[2],“that”:[3,59,82],“the”:[4,40,61,64,92,97119127132139176179],“敌对”:[5,44101183193],“robust”:[6,45102140152184194],“learning”:[7153195201],“under”:[8],“$\\ell_\\infty$”:[9],“attack”:[10],“is”:[11],88143],“更难”:[12],“到”:[13,15,23,53118],“概括“:[14],”不同“:[16,27],”域“:[17,28],”比“:[18,91],”标准“:[19155169],”领域“:[20,35,46103141156164185],”适应。“:[21104157],”如何“:[22],”传输“:[24],”鲁棒性“:[25,49],”跨越“:[26],”已经“:[29],”被“:[30],”a“:[31,55],”键“:[32,56],”问题“:[33],”in“:[34131166],”适应“:[36,47142165],”字段。“:[37],“收件人”:[38],“调查”:[39],“基本”:[41],“难度”:[42],“落后”:[43],“(或”:[48],“转移),”:[50],“我们”:[51,80115146],“提议”:[52],“分析”:[54],“复杂性”:[57,67,87112130],“度量”:[58],“控制”:[60],“跨域”:[62],“泛化:”:“:[63],“对抗”:[65,83128161],“Rademacher”:[66129],“over”:【68】,“{\\em”:【69】,“对称”:[70],“差异”:[71],“假设”:[72],“空格}”:[73],“$\\mathcal{H}”:[74],“\\Delta”:[75],“\\nmathcal}$”:[76],“For”:77],“linear”:[78],“models”,“:[79],“show”:[81],“version”:[84],“of”:[85100168178182],“this”:[86111],“always”:【89】,“更大”:[90],“非对抗性”:[93],“一”,:[94],“其中”:[95],“揭示”:[96],“内在”:[98],“硬度”:[99],“我们”:[105158171],“也”:[106],“建立”:[107],“上限”:[108125],“界限”:[109],“on”:[110191],“度量”:[113],“然后”:[114],“扩展”:[116],“它们”:[117],“ReLU”:[120],“神经”:[121],“网络”:[122],“类”:[123],“by”:[124],“边界”:[126],“二进制”:[133],“分类”:[134],“设置”:[135],“最终”:[136],“偶数”:[137],“尽管”:[138],“可证明”:[144],“更难”,:[145],“做”:[147],“发现”:[148],“积极”:[149],“关系”:[150],“在”:[151]之间,“和”:[154187],“解释”:[159],“如何”:[160],“训练”:[162],“帮助”:[163],“术语”:[167],“风险}。”:[170],“相信”:[172],“我们的”:[173],“结果”:[174],“启动”:[175],“研究”:[177],“概括”:[180],“理论”:[181],“适应”:[186],“可能”:[188],“散播”:[189],“灯光”:[190],“分布式”:[192],“来自”:[196],“异构”:[197],“源”,“:[198],“例如,”:[199],“联邦”:[200],“场景。”:[202]},“引用_by_api_url”:“https://api.openalex.org/works?filter=cites:W43226186“,”counts_by_year“:[],”updated_date“:”2024-06-22T13:07:38.755262“,”created_date:“2023-03-01”}“