1 code implementation • ICCV 2023 • Hyunjae Lee, Heon Song, Hyeonsoo Lee, Gi-hyeon Lee, Suyeong Park, Donggeun Yoo
On the other hand, Self-Distillation (SD) only transfers partial knowledge learned by the task model itself.
no code implementations • 20 Apr 2023 • Hyunjin Choi, Hyunjae Lee, Seongho Joe, Youngjune L. Gwon
Embeddings for a particular modality of data occupy a high-dimensional space of its own, but it can be semantically aligned to another by a simple mapping without training a deep neural net.
no code implementations • 18 Apr 2023 • Hyunjae Lee
This paper describes Difference-aware Deep continuous prompt for Contrastive Sentence Embeddings (D2CSE) that learns sentence embeddings.
no code implementations • 26 Sep 2022 • Hyunjae Lee, Gihyeon Lee, Junhwan Kim, Sungjun Cho, Dohyun Kim, Donggeun Yoo
However, it often results in selecting a sub-optimal configuration as training with the high-performing configuration typically converges slowly in an early phase.
no code implementations • 1 Sep 2022 • Hyunjae Lee, Jaewoong Yun, Hyunjin Choi, Seongho Joe, Youngjune L. Gwon
We build and fine-tune an abstractive dialogue summarization model on a shared encoder-decoder architecture using the enhanced BERT.
Abstractive Dialogue Summarization Abstractive Text Summarization +5
no code implementations • 27 Jan 2021 • Hyunjae Lee, Jaewoong Yoon, Bonggyu Hwang, Seongho Joe, Seungjai Min, Youngjune Gwon
A Lite BERT (ALBERT) has been introduced to scale up deep bidirectional representation learning for natural languages.
3 code implementations • CVPR 2021 • Hyeonseob Nam, Hyunjae Lee, Jongchan Park, Wonjun Yoon, Donggeun Yoo
Convolutional Neural Networks (CNNs) often fail to maintain their performance when they confront new test domains, which is known as the problem of domain shift.
Ranked #62 on Domain Generalization on PACS
no code implementations • ICCV 2019 • HyunJae Lee, Hyo-Eun Kim, Hyeonseob Nam
Following the advance of style transfer with Convolutional Neural Networks (CNNs), the role of styles in CNNs has drawn growing attention from a broader perspective.
1 code implementation • 26 Mar 2019 • HyunJae Lee, Hyo-Eun Kim, Hyeonseob Nam
Following the advance of style transfer with Convolutional Neural Networks (CNNs), the role of styles in CNNs has drawn growing attention from a broader perspective.
Ranked #129 on Image Classification on CIFAR-10
1 code implementation • 30 Nov 2018 • Hyungu Kahng, Yonghyun Jeong, Yoon Sang Cho, Gonie Ahn, Young Joon Park, Uk Jo, Hankyu Lee, Hyungrok Do, Junseung Lee, Hyunjin Choi, Iljoo Yoon, Hyunjae Lee, Daehun Jun, Changhyeon Bae, Seoung Bum Kim
StarCraft, one of the most popular real-time strategy games, is a compelling environment for artificial intelligence research for both micro-level unit control and macro-level strategic decision making.