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    - year: 2023
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      day: 22
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      given: Jean-Christophe
    - family: Bengio
      given: Yoshua
    - family: Mitliagkas
      given: Ioannis
    - family: Rish
      given: Irina
  citation-key: AhujaInvariance2022
  DOI: 10.48550/arXiv.2106.06607
  issued:
    - year: 2022
      month: 11
      day: 20
  number: arXiv:2106.06607
  publisher: arXiv
  title: >-
    Invariance Principle Meets Information Bottleneck for Out-of-Distribution
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- id: AhujaInvariant2020
  accessed:
    - year: 2023
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      day: 20
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      given: Kartik
    - family: Shanmugam
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    - family: Varshney
      given: Kush R.
    - family: Dhurandhar
      given: Amit
  citation-key: AhujaInvariant2020
  DOI: 10.48550/arXiv.2002.04692
  issued:
    - year: 2020
      month: 3
      day: 18
  number: arXiv:2002.04692
  publisher: arXiv
  title: Invariant Risk Minimization Games
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- id: ArjovskyInvariant2020
  accessed:
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      day: 15
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      given: Martin
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  DOI: 10.48550/arXiv.1907.02893
  issued:
    - year: 2020
      month: 3
      day: 27
  number: arXiv:1907.02893
  publisher: arXiv
  title: Invariant Risk Minimization
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- id: BareinboimCausal2016
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      day: 25
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  citation-key: BareinboimCausal2016
  container-title: Proceedings of the National Academy of Sciences
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  language: en
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  PMID: '27382148'
  publisher: Proceedings of the National Academy of Sciences
  title: Causal inference and the data-fusion problem
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- id: BareinboimGeneral2013
  accessed:
    - year: 2023
      month: 4
      day: 14
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  citation-key: BareinboimGeneral2013
  container-title: Journal of Causal Inference
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  publisher: De Gruyter
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- id: BareinboimTransportability2014
  accessed:
    - year: 2023
      month: 4
      day: 13
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      given: Elias
    - family: Pearl
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  citation-key: BareinboimTransportability2014
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      month: 12
      day: 8
  page: 280–288
  publisher: MIT Press
  publisher-place: Cambridge, MA, USA
  title: >-
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- id: BenDavidAnalysis2006
  accessed:
    - year: 2023
      month: 6
      day: 21
  author:
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      given: Shai
    - family: Blitzer
      given: John
    - family: Crammer
      given: Koby
    - family: Pereira
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  citation-key: BenDavidAnalysis2006
  container-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2006
  publisher: MIT Press
  title: Analysis of Representations for Domain Adaptation
  type: paper-conference
  URL: >-
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- id: BenDavidTheory2010
  accessed:
    - year: 2023
      month: 6
      day: 21
  author:
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      given: Shai
    - family: Blitzer
      given: John
    - family: Crammer
      given: Koby
    - family: Kulesza
      given: Alex
    - family: Pereira
      given: Fernando
    - family: Vaughan
      given: Jennifer Wortman
  citation-key: BenDavidTheory2010
  container-title: Machine Learning
  container-title-short: Mach Learn
  DOI: 10.1007/s10994-009-5152-4
  ISSN: 0885-6125, 1573-0565
  issue: 1-2
  issued:
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      month: 5
  language: en
  page: 151-175
  title: A theory of learning from different domains
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- id: BesserveCounterfactuals2019
  accessed:
    - year: 2020
      month: 9
      day: 17
  author:
    - family: Besserve
      given: Michel
    - family: Mehrjou
      given: Arash
    - family: Sun
      given: Rémy
    - family: Schölkopf
      given: Bernhard
  citation-key: BesserveCounterfactuals2019
  container-title: arXiv:1812.03253 [cs, stat]
  event-title: International Conference on Learning Representations
  issued:
    - year: 2019
      month: 12
      day: 12
  title: Counterfactuals uncover the modular structure of deep generative models
  type: paper-conference
  URL: http://arxiv.org/abs/1812.03253

- id: BlitzerLearning2007
  accessed:
    - year: 2023
      month: 6
      day: 21
  author:
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      given: John
    - family: Crammer
      given: Koby
    - family: Kulesza
      given: Alex
    - family: Pereira
      given: Fernando
    - family: Wortman
      given: Jennifer
  citation-key: BlitzerLearning2007
  container-title: Advances in Neural Information Processing Systems
  issued:
    - year: 2007
  publisher: Curran Associates, Inc.
  title: Learning Bounds for Domain Adaptation
  type: paper-conference
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- id: ChapelleSemisupervised2010
  call-number: Q325.75 .S42 2010
  citation-key: ChapelleSemisupervised2010
  collection-title: Adaptive computation and machine learning
  edition: 1st MIT Press pbk. ed
  editor:
    - family: Chapelle
      given: Olivier
    - family: Schölkopf
      given: Bernhard
    - family: Zien
      given: Alexander
  event-place: Cambridge, Mass
  ISBN: 978-0-262-51412-5
  issued:
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  number-of-pages: '508'
  publisher: MIT Press
  publisher-place: Cambridge, Mass
  title: Semi-supervised learning
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- id: ChuDNA2022
  accessed:
    - year: 2023
      month: 9
      day: 3
  author:
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      given: Xu
    - family: Jin
      given: Yujie
    - family: Zhu
      given: Wenwu
    - family: Wang
      given: Yasha
    - family: Wang
      given: Xin
    - family: Zhang
      given: Shanghang
    - family: Mei
      given: Hong
  citation-key: ChuDNA2022
  container-title: Proceedings of the 39th International Conference on Machine Learning
  event-title: International Conference on Machine Learning
  ISSN: 2640-3498
  issued:
    - year: 2022
      month: 6
      day: 28
  language: en
  page: 4010-4034
  publisher: PMLR
  title: 'DNA: Domain Generalization with Diversified Neural Averaging'
  type: paper-conference
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- id: CsurkaDomain2017
  accessed:
    - year: 2023
      month: 6
      day: 21
  author:
    - family: Csurka
      given: Gabriela
  citation-key: CsurkaDomain2017
  DOI: 10.48550/arXiv.1702.05374
  issued:
    - year: 2017
      month: 3
      day: 30
  number: arXiv:1702.05374
  publisher: arXiv
  title: 'Domain Adaptation for Visual Applications: A Comprehensive Survey'
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- id: DongSurvey2024
  accessed:
    - year: 2024
      month: 7
      day: 18
  author:
    - family: Dong
      given: Qingxiu
    - family: Li
      given: Lei
    - family: Dai
      given: Damai
    - family: Zheng
      given: Ce
    - family: Ma
      given: Jingyuan
    - family: Li
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    - family: Xia
      given: Heming
    - family: Xu
      given: Jingjing
    - family: Wu
      given: Zhiyong
    - family: Chang
      given: Baobao
    - family: Sun
      given: Xu
    - family: Li
      given: Lei
    - family: Sui
      given: Zhifang
  citation-key: DongSurvey2024
  DOI: 10.48550/arXiv.2301.00234
  issued:
    - year: 2024
      month: 6
      day: 18
  number: arXiv:2301.00234
  publisher: arXiv
  title: A Survey on In-context Learning
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- id: DumoulinFeaturewise2018
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      month: 7
      day: 25
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    - family: Perez
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    - family: Schucher
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    - family: Strub
      given: Florian
    - family: Vries
      given: Harm
      dropping-particle: de
    - family: Courville
      given: Aaron
    - family: Bengio
      given: Yoshua
  citation-key: DumoulinFeaturewise2018
  container-title: Distill
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  DOI: 10.23915/distill.00011
  ISSN: 2476-0757
  issue: '7'
  issued:
    - year: 2018
      month: 7
      day: 9
  language: en
  page: e11
  title: Feature-wise transformations
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- id: FinnModelAgnostic2017
  accessed:
    - year: 2022
      month: 4
      day: 23
  author:
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      given: Chelsea
    - family: Abbeel
      given: Pieter
    - family: Levine
      given: Sergey
  citation-key: FinnModelAgnostic2017
  container-title: Proceedings of the 34th International Conference on Machine Learning
  event-title: International Conference on Machine Learning
  ISSN: 2640-3498
  issued:
    - year: 2017
      month: 7
      day: 17
  language: en
  page: 1126-1135
  publisher: PMLR
  title: Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks
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- id: GaninUnsupervised2015
  accessed:
    - year: 2023
      month: 7
      day: 24
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      given: Yaroslav
    - family: Lempitsky
      given: Victor
  citation-key: GaninUnsupervised2015
  container-title: Proceedings of the 32nd International Conference on Machine Learning
  DOI: 10.48550/arXiv.1409.7495
  event-title: International Conference on Machine Learning
  ISSN: 1938-7228
  issued:
    - year: 2015
      month: 6
      day: 1
  language: en
  page: 1180-1189
  publisher: PMLR
  title: Unsupervised Domain Adaptation by Backpropagation
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- id: GongCausal2018
  accessed:
    - year: 2023
      month: 6
      day: 21
  author:
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      given: Mingming
    - family: Zhang
      given: Kun
    - family: Huang
      given: Biwei
    - family: Glymour
      given: Clark
    - family: Tao
      given: Dacheng
    - family: Batmanghelich
      given: Kayhan
  citation-key: GongCausal2018
  DOI: 10.48550/arXiv.1804.04333
  issued:
    - year: 2018
      month: 6
      day: 28
  number: arXiv:1804.04333
  publisher: arXiv
  title: Causal Generative Domain Adaptation Networks
  type: article
  URL: http://arxiv.org/abs/1804.04333
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- id: GoswamiDeep2022
  accessed:
    - year: 2024
      month: 7
      day: 18
  author:
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      given: Somdatta
    - family: Kontolati
      given: Katiana
    - family: Shields
      given: Michael D.
    - family: Karniadakis
      given: George Em
  citation-key: GoswamiDeep2022
  container-title: Nature Machine Intelligence
  container-title-short: Nat Mach Intell
  DOI: 10.1038/s42256-022-00569-2
  ISSN: 2522-5839
  issue: '12'
  issued:
    - year: 2022
      month: 12
  language: en
  page: 1155-1164
  publisher: Nature Publishing Group
  title: >-
    Deep transfer operator learning for partial differential equations under
    conditional shift
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- id: GuanDomain2022
  accessed:
    - year: 2024
      month: 7
      day: 18
  author:
    - family: Guan
      given: Hao
    - family: Liu
      given: Mingxia
  citation-key: GuanDomain2022
  container-title: IEEE Transactions on Biomedical Engineering
  DOI: 10.1109/TBME.2021.3117407
  ISSN: 1558-2531
  issue: '3'
  issued:
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      month: 3
  page: 1173-1185
  title: 'Domain Adaptation for Medical Image Analysis: A Survey'
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  volume: '69'

- id: GulrajaniSearch2020
  accessed:
    - year: 2023
      month: 8
      day: 1
  author:
    - family: Gulrajani
      given: Ishaan
    - family: Lopez-Paz
      given: David
  citation-key: GulrajaniSearch2020
  event-title: International Conference on Learning Representations
  issued:
    - year: 2020
      month: 10
      day: 2
  language: en
  title: In Search of Lost Domain Generalization
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  URL: http://arxiv.org/abs/2007.01434

- id: HenziInvariant2023
  accessed:
    - year: 2023
      month: 9
      day: 22
  author:
    - family: Henzi
      given: Alexander
    - family: Shen
      given: Xinwei
    - family: Law
      given: Michael
    - family: Bühlmann
      given: Peter
  citation-key: HenziInvariant2023
  DOI: 10.48550/arXiv.2309.10083
  issued:
    - year: 2023
      month: 9
      day: 18
  number: arXiv:2309.10083
  publisher: arXiv
  title: Invariant Probabilistic Prediction
  type: article
  URL: http://arxiv.org/abs/2309.10083

- id: ImanReview2023
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    - year: 2024
      month: 7
      day: 18
  author:
    - family: Iman
      given: Mohammadreza
    - family: Rasheed
      given: Khaled
    - family: Arabnia
      given: Hamid R.
  citation-key: ImanReview2023
  container-title: Technologies
  container-title-short: Technologies
  DOI: 10.3390/technologies11020040
  ISSN: 2227-7080
  issue: '2'
  issued:
    - year: 2023
      month: 3
      day: 14
  page: '40'
  title: A Review of Deep Transfer Learning and Recent Advancements
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  URL: http://arxiv.org/abs/2201.09679
  volume: '11'

- id: IoffeBatch2015
  accessed:
    - year: 2023
      month: 4
      day: 20
  author:
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      given: Sergey
    - family: Szegedy
      given: Christian
  citation-key: IoffeBatch2015
  DOI: 10.48550/arXiv.1502.03167
  issued:
    - year: 2015
      month: 3
      day: 2
  number: arXiv:1502.03167
  publisher: arXiv
  title: >-
    Batch Normalization: Accelerating Deep Network Training by Reducing Internal
    Covariate Shift
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- id: JiangTransferability2022
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      day: 20
  author:
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      given: Junguang
    - family: Shu
      given: Yang
    - family: Wang
      given: Jianmin
    - family: Long
      given: Mingsheng
  citation-key: JiangTransferability2022
  issued:
    - year: 2022
      month: 1
      day: 15
  language: en
  number: arXiv:2201.05867
  publisher: arXiv
  title: 'Transferability in Deep Learning: A Survey'
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  URL: http://arxiv.org/abs/2201.05867

- id: KaddourCausal2022
  accessed:
    - year: 2022
      month: 8
      day: 11
  author:
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      given: Jean
    - family: Lynch
      given: Aengus
    - family: Liu
      given: Qi
    - family: Kusner
      given: Matt J.
    - family: Silva
      given: Ricardo
  citation-key: KaddourCausal2022
  DOI: 10.48550/arXiv.2206.15475
  issued:
    - year: 2022
      month: 7
      day: 21
  number: arXiv:2206.15475
  publisher: arXiv
  title: 'Causal Machine Learning: A Survey and Open Problems'
  type: article
  URL: http://arxiv.org/abs/2206.15475

- id: KimTransfer2022
  accessed:
    - year: 2024
      month: 7
      day: 18
  author:
    - family: Kim
      given: Hee E.
    - family: Cosa-Linan
      given: Alejandro
    - family: Santhanam
      given: Nandhini
    - family: Jannesari
      given: Mahboubeh
    - family: Maros
      given: Mate E.
    - family: Ganslandt
      given: Thomas
  citation-key: KimTransfer2022
  container-title: BMC Medical Imaging
  container-title-short: BMC Med Imaging
  DOI: 10.1186/s12880-022-00793-7
  ISSN: 1471-2342
  issue: '1'
  issued:
    - year: 2022
      month: 4
      day: 13
  language: en
  page: '69'
  title: 'Transfer learning for medical image classification: a literature review'
  type: article-journal
  volume: '22'

- id: KohWILDS2021
  accessed:
    - year: 2021
      month: 7
      day: 27
  author:
    - family: Koh
      given: Pang Wei
    - family: Sagawa
      given: Shiori
    - family: Marklund
      given: Henrik
    - family: Xie
      given: Sang Michael
    - family: Zhang
      given: Marvin
    - family: Balsubramani
      given: Akshay
    - family: Hu
      given: Weihua
    - family: Yasunaga
      given: Michihiro
    - family: Phillips
      given: Richard Lanas
    - family: Gao
      given: Irena
    - family: Lee
      given: Tony
    - family: David
      given: Etienne
    - family: Stavness
      given: Ian
    - family: Guo
      given: Wei
    - family: Earnshaw
      given: Berton A.
    - family: Haque
      given: Imran S.
    - family: Beery
      given: Sara
    - family: Leskovec
      given: Jure
    - family: Kundaje
      given: Anshul
    - family: Pierson
      given: Emma
    - family: Levine
      given: Sergey
    - family: Finn
      given: Chelsea
    - family: Liang
      given: Percy
  citation-key: KohWILDS2021
  container-title: arXiv:2012.07421 [cs]
  issued:
    - year: 2021
      month: 7
      day: 16
  title: 'WILDS: A Benchmark of in-the-Wild Distribution Shifts'
  type: article-journal
  URL: http://arxiv.org/abs/2012.07421

- id: KosoyUnderstanding2022
  accessed:
    - year: 2022
      month: 8
      day: 7
  author:
    - family: Kosoy
      given: Eliza
    - family: Chan
      given: David M.
    - family: Liu
      given: Adrian
    - family: Collins
      given: Jasmine
    - family: Kaufmann
      given: Bryanna
    - family: Huang
      given: Sandy Han
    - family: Hamrick
      given: Jessica B.
    - family: Canny
      given: John
    - family: Ke
      given: Nan Rosemary
    - family: Gopnik
      given: Alison
  citation-key: KosoyUnderstanding2022
  DOI: 10.48550/arXiv.2206.08353
  issued:
    - year: 2022
      month: 6
      day: 16
  number: arXiv:2206.08353
  publisher: arXiv
  title: Towards Understanding How Machines Can Learn Causal Overhypotheses
  type: article
  URL: http://arxiv.org/abs/2206.08353

- id: KouwIntroduction2019
  accessed:
    - year: 2023
      month: 6
      day: 21
  author:
    - family: Kouw
      given: Wouter M.
    - family: Loog
      given: Marco
  citation-key: KouwIntroduction2019
  DOI: 10.48550/arXiv.1812.11806
  issued:
    - year: 2019
      month: 1
      day: 14
  number: arXiv:1812.11806
  publisher: arXiv
  title: An introduction to domain adaptation and transfer learning
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- id: KulinskiExplaining2022
  accessed:
    - year: 2022
      month: 11
      day: 15
  author:
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      given: Sean
    - family: Inouye
      given: David I.
  citation-key: KulinskiExplaining2022
  DOI: 10.48550/arXiv.2210.10275
  issued:
    - year: 2022
      month: 10
      day: 18
  number: arXiv:2210.10275
  publisher: arXiv
  title: Towards Explaining Distribution Shifts
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- id: KurokiUnsupervised2018
  accessed:
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      month: 6
      day: 21
  author:
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      given: Seiichi
    - family: Charoenphakdee
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    - family: Bao
      given: Han
    - family: Honda
      given: Junya
    - family: Sato
      given: Issei
    - family: Sugiyama
      given: Masashi
  citation-key: KurokiUnsupervised2018
  DOI: 10.48550/arXiv.1809.03839
  issued:
    - year: 2018
      month: 11
      day: 19
  publisher: arXiv
  title: Unsupervised Domain Adaptation Based on Source-guided Discrepancy
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- id: LagemannDeep2023
  accessed:
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    - family: Lagemann
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    - family: Taschler
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    - family: Mukherjee
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  citation-key: LagemannDeep2023
  container-title: Nature Machine Intelligence
  container-title-short: Nat Mach Intell
  DOI: 10.1038/s42256-023-00744-z
  ISSN: 2522-5839
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  issued:
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      month: 11
  language: en
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  publisher: Nature Publishing Group
  title: Deep learning of causal structures in high dimensions under data limitations
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  volume: '5'

- id: LattimoreLearning2017
  accessed:
    - year: 2021
      month: 5
      day: 24
  author:
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      given: Finnian Rachel
  citation-key: LattimoreLearning2017
  DOI: 10.25911/5d67b766194ec
  issued:
    - year: 2017
  language: en
  publisher: The Australian National University
  title: 'Learning how to act: making good decisions with machine learning'
  type: article-journal
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- id: LiDomain2018
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    - year: 2023
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      day: 22
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      given: Haoliang
    - family: Pan
      given: Sinno Jialin
    - family: Wang
      given: Shiqi
    - family: Kot
      given: Alex C.
  citation-key: LiDomain2018
  container-title: 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition
  DOI: 10.1109/CVPR.2018.00566
  event-place: Salt Lake City, UT
  event-title: 2018 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
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  issued:
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      month: 6
  language: en
  page: 5400-5409
  publisher: IEEE
  publisher-place: Salt Lake City, UT
  title: Domain Generalization with Adversarial Feature Learning
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- id: LiPerspective2022
  accessed:
    - year: 2024
      month: 7
      day: 18
  author:
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      given: Weihua
    - family: Huang
      given: Ruyi
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      given: Jipu
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    - family: Chen
      given: Zhuyun
    - family: He
      given: Guolin
    - family: Yan
      given: Ruqiang
    - family: Gryllias
      given: Konstantinos
  citation-key: LiPerspective2022
  container-title: Mechanical Systems and Signal Processing
  container-title-short: Mechanical Systems and Signal Processing
  DOI: 10.1016/j.ymssp.2021.108487
  ISSN: 0888-3270
  issued:
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      month: 3
      day: 15
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    A perspective survey on deep transfer learning for fault diagnosis in
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  volume: '167'

- id: LiuDeep2022
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      day: 18
  author:
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      given: Xiaofeng
    - family: Yoo
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    - family: Oh
      given: Hyejin
    - family: Fakhri
      given: Georges El
    - family: Kang
      given: Je-Won
    - family: Woo
      given: Jonghye
  citation-key: LiuDeep2022
  container-title: APSIPA Transactions on Signal and Information Processing
  container-title-short: SIP
  DOI: 10.1561/116.00000192
  ISSN: ', 2048-7703'
  issue: '1'
  issued:
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      month: 8
      day: 15
  language: English
  publisher: Now Publishers, Inc.
  title: >-
    Deep Unsupervised Domain Adaptation: A Review of Recent Advances and
    Perspectives
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  volume: '11'

- id: LiuIdentifying2022
  accessed:
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      day: 20
  author:
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      given: Yuhang
    - family: Zhang
      given: Zhen
    - family: Gong
      given: Dong
    - family: Gong
      given: Mingming
    - family: Huang
      given: Biwei
    - family: Zhang
      given: Kun
    - family: Shi
      given: Javen Qinfeng
  citation-key: LiuIdentifying2022
  issued:
    - year: 2022
  language: en
  title: Identifying Latent Causal Content for Multi-Source Domain Adaptation
  type: article
  URL: https://arxiv.org/abs/2208.14161

- id: LiuOutOfDistribution2023
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      month: 7
      day: 18
  author:
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      given: Jiashuo
    - family: Shen
      given: Zheyan
    - family: He
      given: Yue
    - family: Zhang
      given: Xingxuan
    - family: Xu
      given: Renzhe
    - family: Yu
      given: Han
    - family: Cui
      given: Peng
  citation-key: LiuOutOfDistribution2023
  DOI: 10.48550/arXiv.2108.13624
  issued:
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      month: 7
      day: 27
  number: arXiv:2108.13624
  publisher: arXiv
  title: 'Towards Out-Of-Distribution Generalization: A Survey'
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  URL: http://arxiv.org/abs/2108.13624

- id: LongDeep2017
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    - year: 2023
      month: 7
      day: 17
  author:
    - family: Long
      given: Mingsheng
    - family: Zhu
      given: Han
    - family: Wang
      given: Jianmin
    - family: Jordan
      given: Michael I.
  citation-key: LongDeep2017
  container-title: Proceedings of the 34th International Conference on Machine Learning
  event-title: International Conference on Machine Learning
  ISSN: 2640-3498
  issued:
    - year: 2017
      month: 7
      day: 17
  language: en
  page: 2208-2217
  publisher: PMLR
  title: Deep Transfer Learning with Joint Adaptation Networks
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- id: LongLearning2015
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      day: 22
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      given: Mingsheng
    - family: Cao
      given: Yue
    - family: Wang
      given: Jianmin
    - family: Jordan
      given: Michael
  citation-key: LongLearning2015
  container-title: Proceedings of the 32nd International Conference on Machine Learning
  event-title: International Conference on Machine Learning
  ISSN: 1938-7228
  issued:
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      month: 6
      day: 1
  language: en
  page: 97-105
  publisher: PMLR
  title: Learning Transferable Features with Deep Adaptation Networks
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- id: LongTransferable2019
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      given: Mingsheng
    - family: Cao
      given: Yue
    - family: Cao
      given: Zhangjie
    - family: Wang
      given: Jianmin
    - family: Jordan
      given: Michael I.
  citation-key: LongTransferable2019
  container-title: IEEE Transactions on Pattern Analysis and Machine Intelligence
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  ISSN: 1939-3539
  issue: '12'
  issued:
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      month: 12
  page: 3071-3085
  title: Transferable Representation Learning with Deep Adaptation Networks
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  volume: '41'

- id: MansourDomain2009
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      day: 21
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      given: Yishay
    - family: Mohri
      given: Mehryar
    - family: Rostamizadeh
      given: Afshin
  citation-key: MansourDomain2009
  DOI: 10.48550/arXiv.0902.3430
  event-title: COLT
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      month: 2
      day: 23
  publisher: arXiv
  title: 'Domain Adaptation: Learning Bounds and Algorithms'
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- id: MoraffahDeep2019
  accessed:
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      month: 6
      day: 21
  author:
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      given: Raha
    - family: Shu
      given: Kai
    - family: Raglin
      given: Adrienne
    - family: Liu
      given: Huan
  citation-key: MoraffahDeep2019
  DOI: 10.48550/arXiv.1910.12417
  issued:
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      month: 10
      day: 27
  number: arXiv:1910.12417
  publisher: arXiv
  title: Deep causal representation learning for unsupervised domain adaptation
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- id: NiuDecade2020
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      given: Shuteng
    - family: Liu
      given: Yongxin
    - family: Wang
      given: Jian
    - family: Song
      given: Houbing
  citation-key: NiuDecade2020
  container-title: IEEE Transactions on Artificial Intelligence
  DOI: 10.1109/TAI.2021.3054609
  ISSN: 2691-4581
  issue: '2'
  issued:
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      month: 10
  page: 151-166
  title: A Decade Survey of Transfer Learning (2010–2020)
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- id: OualiOverview2020
  accessed:
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      day: 21
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    - family: Hudelot
      given: Céline
    - family: Tami
      given: Myriam
  citation-key: OualiOverview2020
  issued:
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      month: 7
      day: 6
  language: en
  number: arXiv:2006.05278
  publisher: arXiv
  title: An Overview of Deep Semi-Supervised Learning
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  URL: http://arxiv.org/abs/2006.05278

- id: PanSurvey2010
  author:
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      given: Sinno Jialin
    - family: Yang
      given: Qiang
  citation-key: PanSurvey2010
  container-title: IEEE Transactions on Knowledge and Data Engineering
  DOI: 10.1109/TKDE.2009.191
  ISSN: 1558-2191
  issue: '10'
  issued:
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  page: 1345-1359
  title: A Survey on Transfer Learning
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  volume: '22'

- id: PatelVisual2015
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      given: Vishal M
    - family: Gopalan
      given: Raghuraman
    - family: Li
      given: Ruonan
    - family: Chellappa
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  citation-key: PatelVisual2015
  container-title: IEEE Signal Processing Magazine
  DOI: 10.1109/MSP.2014.2347059
  ISSN: 1558-0792
  issue: '3'
  issued:
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      month: 5
  page: 53-69
  title: 'Visual Domain Adaptation: A survey of recent advances'
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  volume: '32'

- id: PearlExternal2014
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      day: 25
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      given: Judea
    - family: Bareinboim
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  language: en
  page: 579-595
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- id: PerezFiLM2017
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      month: 7
      day: 25
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      given: Florian
    - family: Vries
      given: Harm
      non-dropping-particle: de
    - family: Dumoulin
      given: Vincent
    - family: Courville
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  citation-key: PerezFiLM2017
  DOI: 10.48550/arXiv.1709.07871
  issued:
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      month: 12
      day: 18
  number: arXiv:1709.07871
  publisher: arXiv
  title: 'FiLM: Visual Reasoning with a General Conditioning Layer'
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- id: PetersCausal2016
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      month: 7
      day: 17
  author:
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      given: Jonas
    - family: Bühlmann
      given: Peter
    - family: Meinshausen
      given: Nicolai
  citation-key: PetersCausal2016
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  title: >-
    Causal Inference by using Invariant Prediction: Identification and
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- id: QuinoneroCandelaDataset2009
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  citation-key: QuinoneroCandelaDataset2009
  event-place: Cambridge, Mass.
  ISBN: 978-0-262-17005-5
  issued:
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  publisher: MIT Press
  publisher-place: Cambridge, Mass.
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- id: RamchandranEnsembling2021
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    - family: Mukherjee
      given: Rajarshi
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  issued:
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      month: 6
      day: 4
  title: >-
    On Ensembling vs Merging: Least Squares and Random Forests under Covariate
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- id: RosenfeldRisks2020
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    - family: Risteski
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  citation-key: RosenfeldRisks2020
  event-title: International Conference on Learning Representations
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      month: 10
      day: 2
  language: en
  title: The Risks of Invariant Risk Minimization
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- id: RothAdversarial2020
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      day: 19
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  citation-key: RothAdversarial2020
  container-title: Advances in Neural Information Processing Systems
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  page: 14973–14985
  publisher: Curran Associates, Inc.
  title: >-
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- id: RothenhauslerAnchor2020
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    - family: Bühlmann
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      day: 8
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- id: SchirmerTestTime2024
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      day: 12
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  citation-key: SchirmerTestTime2024
  DOI: 10.48550/arXiv.2407.12492
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      month: 7
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  publisher: arXiv
  title: Test-Time Adaptation with State-Space Models
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- id: ScholkopfBernhardCausal2012
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      day: 14
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    - family: Sgouritsa
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    - family: Zhang
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- id: ScholkopfCausal2021
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    - family: Kalchbrenner
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    - family: Goyal
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  container-title: Proceedings of the IEEE
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  page: 612-634
  title: Toward Causal Representation Learning
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- id: ScholkopfCausality2022
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  citation-key: ScholkopfCausality2022
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  publisher: Association for Computing Machinery
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- id: ShahTreatment2021
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    - family: Shanmugam
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    - family: Varshney
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  citation-key: ShahTreatment2021
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      day: 13
  language: en
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  publisher: arXiv
  title: Treatment Effect Estimation using Invariant Risk Minimization
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- id: SimchoniIntegrating2023
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      day: 29
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    - family: Rosset
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  citation-key: SimchoniIntegrating2023
  DOI: 10.48550/arXiv.2206.03314
  issued:
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      month: 1
      day: 27
  number: arXiv:2206.03314
  publisher: arXiv
  title: Integrating Random Effects in Deep Neural Networks
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      day: 25
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  citation-key: SubbaswamyPreventing2019
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  language: en
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  publisher: PMLR
  title: >-
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  citation-key: SunSurvey2015
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- id: TanSurvey2018
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    - family: Kong
      given: Tao
    - family: Zhang
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    - family: Yang
      given: Chao
    - family: Liu
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  citation-key: TanSurvey2018
  DOI: 10.48550/arXiv.1808.01974
  issued:
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  publisher: arXiv
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  language: en
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  container-title: IEEE Transactions on Knowledge and Data Engineering
  DOI: 10.1109/TKDE.2022.3178128
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  issue: '8'
  issued:
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      month: 8
  page: 8052-8072
  title: 'Generalizing to Unseen Domains: A Survey on Domain Generalization'
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  volume: '35'

- id: WangIntroduction2023
  accessed:
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      month: 10
      day: 24
  author:
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      given: Jindong
    - family: Chen
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  citation-key: WangIntroduction2023
  collection-title: 'Machine Learning: Foundations, Methodologies, and Applications'
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  event-place: Singapore
  ISBN: 978-981-19758-3-7 978-981-19758-4-4
  issued:
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  language: en
  publisher: Springer Nature
  publisher-place: Singapore
  title: 'Introduction to Transfer Learning: Algorithms and Practice'
  type: book
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- id: WangTransfer2020
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    - family: Feng
      given: Wenjie
    - family: Yu
      given: Han
    - family: Huang
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    - family: Yang
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  citation-key: WangTransfer2020
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  issue: '1'
  issued:
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  title: Transfer Learning with Dynamic Distribution Adaptation
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- id: WilsonSurvey2020
  accessed:
    - year: 2023
      month: 6
      day: 21
  author:
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      given: Garrett
    - family: Cook
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  DOI: 10.48550/arXiv.1812.02849
  issued:
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  publisher: arXiv
  title: A Survey of Unsupervised Deep Domain Adaptation
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- id: XingGeneralization2021
  accessed:
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      month: 7
      day: 19
  author:
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      given: Yue
    - family: Song
      given: Qifan
    - family: Cheng
      given: Guang
  citation-key: XingGeneralization2021
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    Proceedings of The 24th International Conference on Artificial Intelligence
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  ISSN: 2640-3498
  issued:
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  language: en
  page: 505-513
  publisher: PMLR
  title: On the Generalization Properties of Adversarial Training
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- id: XuGraphical2022
  author:
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      given: Minghao
    - family: Wang
      given: Hang
    - family: Ni
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  citation-key: XuGraphical2022
  container-title: IEEE Transactions on Pattern Analysis and Machine Intelligence
  DOI: 10.1109/TPAMI.2022.3172372
  ISSN: 1939-3539
  issued:
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  title: Graphical Modeling for Multi-Source Domain Adaptation
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- id: YangGeneralized2021
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  author:
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    - family: Wang
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    - family: Weijer
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    - family: Jui
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  citation-key: YangGeneralized2021
  event-title: Proceedings of the IEEE/CVF International Conference on Computer Vision
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  language: en
  page: 8978-8987
  title: Generalized Source-Free Domain Adaptation
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- id: YangTransfer2020
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    - family: Zhang
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    - family: Dai
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    - family: Pan
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  citation-key: YangTransfer2020
  DOI: 10.1017/9781139061773
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  issued:
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  number-of-pages: '394'
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  title: Transfer Learning
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- id: YaoBayesian2022
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- id: YiImproved2021
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    - family: Shang
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    - family: Jiang
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    - family: Liu
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    - family: Ma
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  container-title: Proceedings of the 38th International Conference on Machine Learning
  event-title: International Conference on Machine Learning
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  issued:
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      month: 7
      day: 1
  language: en
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  publisher: PMLR
  title: Improved OOD Generalization via Adversarial Training and Pretraing
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- id: YueTransporting2021
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  author:
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  language: en
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  title: Transporting Causal Mechanisms for Unsupervised Domain Adaptation
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- id: ZellingerGeneralization2021
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- id: ZhangBridging2019
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    - family: Liu
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    - family: Long
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  language: en
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  publisher: PMLR
  title: Bridging Theory and Algorithm for Domain Adaptation
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- id: ZhangDeciphering2024
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  author:
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    - family: Meng
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  citation-key: ZhangDeciphering2024
  container-title: National Science Review
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  volume: '11'

- id: ZhangRecent2019
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    - family: Xu
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  citation-key: ZhangRecent2019
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  number: arXiv:1705.04396
  publisher: arXiv
  title: >-
    Recent Advances in Transfer Learning for Cross-Dataset Visual Recognition: A
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- id: ZhangTransfer2024
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  author:
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    - family: Gao
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  citation-key: ZhangTransfer2024
  container-title: IEEE Transactions on Neural Networks and Learning Systems
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  volume: '35'

- id: ZhangUnsupervised2020
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    - family: Zhang
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    - family: Jia
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  citation-key: ZhangUnsupervised2020
  container-title: IEEE Transactions on Pattern Analysis and Machine Intelligence
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- id: ZhaoLearning2019
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  publisher: arXiv
  title: On Learning Invariant Representation for Domain Adaptation
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- id: ZhaoReview2020
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  author:
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  title: A Review of Single-Source Deep Unsupervised Visual Domain Adaptation
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- id: ZhuangComprehensive2020
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      month: 6
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  author:
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    - family: Qi
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    - family: Xi
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    - family: Zhu
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  number: arXiv:1911.02685
  publisher: arXiv
  title: A Comprehensive Survey on Transfer Learning
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...
