no code implementations • 7 Nov 2023 • Stella Ho, Ming Liu, Shang Gao, Longxiang Gao
In this work, we consider a few-shot continual active learning (CAL) setting where labeled data are inadequate, and unlabeled data are abundant but with a limited annotation budget.
no code implementations • 28 Aug 2021 • Stella Ho, Ming Liu, Lan Du, Longxiang Gao, Yong Xiang
Continual learning (CL) refers to a machine learning paradigm that learns continuously without forgetting previously acquired knowledge.
no code implementations • 27 Jul 2021 • Ming Liu, Stella Ho, Mengqi Wang, Longxiang Gao, Yuan Jin, He Zhang
Recent Natural Language Processing techniques rely on deep learning and large pre-trained language models.