Current Result Document :
| 한글제목(Korean Title) |
보조 프롬프트와 동적 프롬프트 선별을 통한 클래스 점진적 학습 |
| 영문제목(English Title) |
Dynamic and Assistant Prompts for Class Incremental Learning |
| 저자(Author) |
박민영
박건희
박경문
Min-Yeong Park
Keon-Hee Park
Gyeong-Moon Park
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| 원문수록처(Citation) |
VOL 49 NO. 02 PP. 1658 ~ 1660 (2022. 12) |
한글내용
(Korean Abstract) |
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영문내용
(English Abstract) |
Recent incremental learning studies have revealed that adding prompts to input data is effective in incremental learning settings, utilizing prompts that have been actively used in natural language processing. However, when analyzed how prompts were used for learning, there is a problem that existing method do not learn prompts efficiently. Therefore, in this paper, we propose a method which modifies the criteria to select prompts which are added to an input sample. Also, we introduce Assistant prompts to training process by utilizing an Assistant layer, so that the prompts can be used more efficiently for incremental learning. Through the experiment, we show that our model which has higher performance while using less parameters than before, can solve previous problem. |
| 키워드(Keyword) |
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| 파일첨부 |
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