235 citations · 785 across the 49 of their papers we have counts for
6 papers · 1 filter
Robust Neural Architecture Search
Xunyu Zhu, Jian Li, Yong Liu +1
Neural Architectures Search (NAS) becomes more and more popular over these years. However, NAS-generated models tends to suffer greater vulnerability to various malicious attacks.…
Fuzzy Knowledge Distillation from High-Order TSK to Low-Order TSK
Xiongtao Zhang, Zezong Yin, Yunliang Jiang +3
High-order Takagi-Sugeno-Kang (TSK) fuzzy classifiers possess powerful classification performance yet have fewer fuzzy rules, but always be impaired by its exponential growth train…
Ridgeless Regression with Random Features
Jian Li, Yong Liu, Yingying Zhang
Recent theoretical studies illustrated that kernel ridgeless regression can guarantee good generalization ability without an explicit regularization. In this paper, we investigate…
Multi-Source Unsupervised Domain Adaptation via Pseudo Target Domain
Ren Chuan-Xian, Liu Yong-Hui, Zhang Xi-Wen +1
Multi-source domain adaptation (MDA) aims to transfer knowledge from multiple source domains to an unlabeled target domain. MDA is a challenging task due to the severe domain shift…
Improved Recurrent Neural Networks for Session-based Recommendations
Yong Kiam Tan, Xinxing Xu, Yong Liu
Recurrent neural networks (RNNs) were recently proposed for the session-based recommendation task. The models showed promising improvements over traditional recommendation approach…
Simple and Efficient Learning using Privileged Information
Xinxing Xu, Joey Tianyi Zhou, IvorW. Tsang +3
The Support Vector Machine using Privileged Information (SVM+) has been proposed to train a classifier to utilize the additional privileged information that is only available in th…