Search Results for author: Yanxi Li

Found 6 papers, 3 papers with code

An Image Patch is a Wave: Phase-Aware Vision MLP

4 code implementations CVPR 2022 Yehui Tang, Kai Han, Jianyuan Guo, Chang Xu, Yanxi Li, Chao Xu, Yunhe Wang

To dynamically aggregate tokens, we propose to represent each token as a wave function with two parts, amplitude and phase.

Image Classification object-detection +2

Neural Architecture Dilation for Adversarial Robustness

no code implementations NeurIPS 2021 Yanxi Li, Zhaohui Yang, Yunhe Wang, Chang Xu

With the tremendous advances in the architecture and scale of convolutional neural networks (CNNs) over the past few decades, they can easily reach or even exceed the performance of humans in certain tasks.

Adversarial Robustness

Prioritized Architecture Sampling with Monto-Carlo Tree Search

1 code implementation CVPR 2021 Xiu Su, Tao Huang, Yanxi Li, Shan You, Fei Wang, Chen Qian, ChangShui Zhang, Chang Xu

One-shot neural architecture search (NAS) methods significantly reduce the search cost by considering the whole search space as one network, which only needs to be trained once.

Neural Architecture Search

Adapting Neural Architectures Between Domains

1 code implementation NeurIPS 2020 Yanxi Li, Zhaohui Yang, Yunhe Wang, Chang Xu

The power of deep neural networks is to be unleashed for analyzing a large volume of data (e. g. ImageNet), but the architecture search is often executed on another smaller dataset (e. g. CIFAR-10) to finish it in a feasible time.

Domain Adaptation Generalization Bounds +1

Adversarially Robust Neural Architectures

no code implementations2 Sep 2020 Minjing Dong, Yanxi Li, Yunhe Wang, Chang Xu

This paper thus aims to improve the adversarial robustness of the network from the architecture perspective with NAS framework.

Adversarial Attack Adversarial Robustness

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