Joint Covariate-Alignment and Concept-Alignment: A Framework for Domain Generalization

Thuan Nguyen; Boyang Lyu; Prakash Ishwar; Matthias Scheutz; Shuchin Aeron

doi:10.1109/MLSP55214.2022.9943435

Joint Covariate-Alignment and Concept-Alignment: A Framework for Domain Generalization

Thuan Nguyen
, Boyang Lyu
, Prakash Ishwar
, Matthias Scheutz
, Shuchin Aeron

Department of Engineering, Engineering Technology, Interior Architecture, and Surveying

Tufts University
Boston University College of Engineering

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Original language	English
Title of host publication	2022 IEEE 32nd International Workshop on Machine Learning for Signal Processing, MLSP 2022
Publisher	IEEE Computer Society
ISBN (Electronic)	9781665485470
DOIs	https://doi.org/10.1109/MLSP55214.2022.9943435
State	Published - 2022
Event	32nd IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2022 - Xi'an, China Duration: Aug 22 2022 → Aug 25 2022

Publication series

Name	IEEE International Workshop on Machine Learning for Signal Processing, MLSP
Volume	2022-August
ISSN (Print)	2161-0363
ISSN (Electronic)	2161-0371

Conference

Conference	32nd IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2022
Country/Territory	China
City	Xi'an
Period	8/22/22 → 8/25/22

ASJC Scopus Subject Areas

Human-Computer Interaction
Signal Processing

Keywords

distribution shift
domain alignment
Domain generalization
out-of-distribution generalization

Access to Document

10.1109/MLSP55214.2022.9943435

Cite this

Nguyen, T., Lyu, B., Ishwar, P., Scheutz, M., & Aeron, S. (2022). Joint Covariate-Alignment and Concept-Alignment: A Framework for Domain Generalization. In 2022 IEEE 32nd International Workshop on Machine Learning for Signal Processing, MLSP 2022 (IEEE International Workshop on Machine Learning for Signal Processing, MLSP; Vol. 2022-August). IEEE Computer Society. https://doi.org/10.1109/MLSP55214.2022.9943435

Joint Covariate-Alignment and Concept-Alignment: A Framework for Domain Generalization. / Nguyen, Thuan; Lyu, Boyang; Ishwar, Prakash et al.
2022 IEEE 32nd International Workshop on Machine Learning for Signal Processing, MLSP 2022. IEEE Computer Society, 2022. (IEEE International Workshop on Machine Learning for Signal Processing, MLSP; Vol. 2022-August).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Nguyen, T, Lyu, B, Ishwar, P, Scheutz, M & Aeron, S 2022, Joint Covariate-Alignment and Concept-Alignment: A Framework for Domain Generalization. in 2022 IEEE 32nd International Workshop on Machine Learning for Signal Processing, MLSP 2022. IEEE International Workshop on Machine Learning for Signal Processing, MLSP, vol. 2022-August, IEEE Computer Society, 32nd IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2022, Xi'an, China, 8/22/22. https://doi.org/10.1109/MLSP55214.2022.9943435

Nguyen T, Lyu B, Ishwar P, Scheutz M, Aeron S. Joint Covariate-Alignment and Concept-Alignment: A Framework for Domain Generalization. In 2022 IEEE 32nd International Workshop on Machine Learning for Signal Processing, MLSP 2022. IEEE Computer Society. 2022. (IEEE International Workshop on Machine Learning for Signal Processing, MLSP). doi: 10.1109/MLSP55214.2022.9943435

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title = "Joint Covariate-Alignment and Concept-Alignment: A Framework for Domain Generalization",

keywords = "distribution shift, domain alignment, Domain generalization, out-of-distribution generalization",

author = "Thuan Nguyen and Boyang Lyu and Prakash Ishwar and Matthias Scheutz and Shuchin Aeron",

note = "Publisher Copyright: {\textcopyright} 2022 IEEE.; 32nd IEEE International Workshop on Machine Learning for Signal Processing, MLSP 2022 ; Conference date: 22-08-2022 Through 25-08-2022",

year = "2022",

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Joint Covariate-Alignment and Concept-Alignment: A Framework for Domain Generalization

Publication series

Conference

ASJC Scopus Subject Areas

Keywords

Access to Document

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Cite this