3 citations · 8 across the 5 of their papers we have counts for
5 papers
Rethinking the Number of Shots in Robust Model-Agnostic Meta-Learning
Xiaoyue Duan, Guoliang Kang, Runqi Wang +4
Robust Model-Agnostic Meta-Learning (MAML) is usually adopted to train a meta-model which may fast adapt to novel classes with only a few exemplars and meanwhile remain robust to a…
Competitive Online Truthful Time-Sensitive-Valued Data Auction
Shuangshuang Xue, Xiang-Yang Li
In this work, we investigate online mechanisms for trading time-sensitive valued data. We adopt a continuous function to represent the data value fluctuation over time .…
Associative Adversarial Learning Based on Selective Attack
Runqi Wang, Xiaoyue Duan, Baochang Zhang +4
A human's attention can intuitively adapt to corrupted areas of an image by recalling a similar uncorrupted image they have previously seen. This observation motivates us to improv…
Anti-Bandit Neural Architecture Search for Model Defense
Hanlin Chen, Baochang Zhang, Song Xue +4
Deep convolutional neural networks (DCNNs) have dominated as the best performers in machine learning, but can be challenged by adversarial attacks. In this paper, we defend against…
To Learn or Not to Learn: Deep Learning Assisted Wireless Modem Design
S. Xue, A. Li, J. Wang +4
Deep learning is driving a radical paradigm shift in wireless communications, all the way from the application layer down to the physical layer. Despite this, there is an ongoing d…