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MPS: Metric-aware Pseudo-label Selection Framework via Reinforcement Learning
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dc.contributor.advisor 장진호 -
dc.contributor.author Seong Gyeom Kim -
dc.date.accessioned 2025-03-04T10:26:57Z -
dc.date.available 2025-03-04T10:26:57Z -
dc.date.issued 2025 -
dc.identifier.uri http://hdl.handle.net/20.500.11750/58098 -
dc.identifier.uri http://dgist.dcollection.net/common/orgView/200000839746 -
dc.description Machine Learning -
dc.description.tableofcontents Ⅰ. Introduction
1 Introduction 1
ⅠI. Related work
2.1 Pseudo-label 3
2.2 Reinforcement learning 4
ⅠII. Method
3.1 Pre-trained teacher model optimize and pseudo labeling 8
3.2 Training data sampling by contribution 9
3.2.1 Task predictor optimization 9
3.2.2 Controller optimization 10
3.3 The reinforcement learning algorithm 10
3.4 Data contribution evaluation using reinforcement learning 14
IV. Experiments
4.1 Implement details 15
4.2 Result 17
4.2.1 SSL with selected data 17
4.2.2 Analysis 19
4.2.3 Discussion 20
V. Conclusion
5 Conclusion 22
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dc.format.extent 27 -
dc.language eng -
dc.publisher DGIST -
dc.title MPS: Metric-aware Pseudo-label Selection Framework via Reinforcement Learning -
dc.type Thesis -
dc.identifier.doi 10.22677/THESIS.200000839746 -
dc.description.degree Master -
dc.contributor.department Artificial Intelligence Major -
dc.identifier.bibliographicCitation Seong Gyeom Kim. (2025). MPS: Metric-aware Pseudo-label Selection Framework via Reinforcement Learning. doi: 10.22677/THESIS.200000839746 -
dc.contributor.coadvisor Sung Hoon Im -
dc.date.awarded 2025-02-01 -
dc.publisher.location Daegu -
dc.description.database dCollection -
dc.citation XT.AM 김54 202502 -
dc.date.accepted 2025-01-20 -
dc.contributor.alternativeDepartment 학제학과인공지능전공 -
dc.subject.keyword Machine Learning -
dc.contributor.affiliatedAuthor Seong Gyeom Kim -
dc.contributor.affiliatedAuthor Jin Ho Chang -
dc.contributor.affiliatedAuthor Sung Hoon Im -
dc.contributor.alternativeName 김성겸 -
dc.contributor.alternativeName Jin Ho Chang -
dc.contributor.alternativeName 임성훈 -
dc.rights.embargoReleaseDate 2027-02-28 -
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