A Technical Report for Polyglot-Ko: Open-Source Large-Scale Korean Language Models

no code implementations • 4 Jun 2023 • Hyunwoong Ko, Kichang Yang, Minho Ryu, Taekyoon Choi, Seungmu Yang, jiwung Hyun, Sungho Park, Kyubyong Park

This paper presents our work in developing the Polyglot Korean models, which propose some steps towards addressing the non-English language performance gap in multilingual language models.

Fair Contrastive Learning for Facial Attribute Classification

1 code implementation • CVPR 2022 • Sungho Park, Jewook Lee, Pilhyeon Lee, Sunhee Hwang, Dohyung Kim, Hyeran Byun

Through extensive experiments on CelebA and UTK Face, we validate that the proposed method significantly outperforms SupCon and existing state-of-the-art methods in terms of the trade-off between top-1 accuracy and fairness.

Attribute Classification +6

FairFaceGAN: Fairness-aware Facial Image-to-Image Translation

no code implementations • 1 Dec 2020 • Sunhee Hwang, Sungho Park, Dohyung Kim, Mirae Do, Hyeran Byun

Further, we also evaluate image translation performances, where FairFaceGAN shows competitive results, compared to those of existing methods.

Attribute Fairness +2

README: REpresentation learning by fairness-Aware Disentangling MEthod

no code implementations • 7 Jul 2020 • Sungho Park, Dohyung Kim, Sunhee Hwang, Hyeran Byun

After the representation learning, this disentangled representation is leveraged for fairer downstream classification by excluding the subspace with the protected attribute information.

Attribute Fairness +1