268 citations · 631 across the 13 of their papers we have counts for
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cs.LG2022★ 4 cited
i-Code: An Integrative and Composable Multimodal Learning Framework
Ziyi Yang, Yuwei Fang, Chenguang Zhu +17
Human intelligence is multimodal; we integrate visual, linguistic, and acoustic signals to maintain a holistic worldview. Most current pretraining methods, however, are limited to…
cs.LG2021★ 2 cited
Long-term Cross Adversarial Training: A Robust Meta-learning Method for Few-shot Classification Tasks
Fan Liu, Shuyu Zhao, Xuelong Dai +1
Meta-learning model can quickly adapt to new tasks using few-shot labeled data. However, despite achieving good generalization on few-shot classification tasks, it is still challen…
cs.LG2020
Proxy Network for Few Shot Learning
Bin Xiao, Chien-Liang Liu, Wen-Hoar Hsaio
The use of a few examples for each class to train a predictive model that can be generalized to novel classes is a crucial and valuable research direction in artificial intelligenc…