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20122024
most citedGeneralizing from a Few Examples: A Survey on Few-Shot Learning

791 citations · 1.5k across the 57 of their papers we have counts for

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Showing 2022Show all

5 papers · 1 filter

cs.CV2022★ 4 cited

AlignVE: Visual Entailment Recognition Based on Alignment Relations

Biwei Cao, Jiuxin Cao, Jie Gui +5

Visual entailment (VE) is to recognize whether the semantics of a hypothesis text can be inferred from the given premise image, which is one special task among recent emerged visio…

cs.CV2022

Searching a High-Performance Feature Extractor for Text Recognition Network

Hui Zhang, Quanming Yao, James T. Kwok +1

Feature extractor plays a critical role in text recognition (TR), but customizing its architecture is relatively less explored due to expensive manual tweaking. In this work, inspi…

cs.LG2022★ 3 cited

A Survey of Learning on Small Data: Generalization, Optimization, and Challenge

Xiaofeng Cao, Weixin Bu, Shengjun Huang +4

Learning on big data brings success for artificial intelligence (AI), but the annotation and training costs are expensive. In future, learning on small data that approximates the g…

cs.LG2022★ 2 cited

Low-rank Tensor Learning with Nonconvex Overlapped Nuclear Norm Regularization

Quanming Yao, Yaqing Wang, Bo Han +1

Nonconvex regularization has been popularly used in low-rank matrix learning. However, extending it for low-rank tensor learning is still computationally expensive. To address this…

cs.LG2022★ 7 cited

Revisiting Over-smoothing in BERT from the Perspective of Graph

Han Shi, Jiahui Gao, Hang Xu +5

Recently over-smoothing phenomenon of Transformer-based models is observed in both vision and language fields. However, no existing work has delved deeper to further investigate th…