activity
20172022
most citedOnline and Distributed Robust Regressions under Adversarial Data Corruption

6 citations · 12 across the 5 of their papers we have counts for

collaborators

8 papers

cs.CL2022

LANS: Large-scale Arabic News Summarization Corpus

Abdulaziz Alhamadani, Xuchao Zhang, Jianfeng He +1

Text summarization has been intensively studied in many languages, and some languages have reached advanced stages. Yet, Arabic Text Summarization (ATS) is still in its developing…

cs.LG20195 cited

Mitigating Uncertainty in Document Classification

Xuchao Zhang, Fanglan Chen, Chang-Tien Lu +1

The uncertainty measurement of classifiers' predictions is especially important in applications such as medical diagnoses that need to ensure limited human resources can focus on t…

cs.LG2019

Robust Regression via Online Feature Selection under Adversarial Data Corruption

Xuchao Zhang, Shuo Lei, Liang Zhao +2

The presence of data corruption in user-generated streaming data, such as social media, motivates a new fundamental problem that learns reliable regression coefficient when feature…

cs.LG2018

Rational Neural Networks for Approximating Jump Discontinuities of Graph Convolution Operator

Zhiqian Chen, Feng Chen, Rongjie Lai +2

For node level graph encoding, a recent important state-of-art method is the graph convolutional networks (GCN), which nicely integrate local vertex features and graph topology in…

cs.LG2018

Water Disaggregation via Shape Features based Bayesian Discriminative Sparse Coding

Bingsheng Wang, Xuchao Zhang, Chang-Tien Lu +1

As the issue of freshwater shortage is increasing daily, it is critical to take effective measures for water conservation. According to previous studies, device level consumption c…

cs.LG2018

Distributed Self-Paced Learning in Alternating Direction Method of Multipliers

Xuchao Zhang, Liang Zhao, Zhiqian Chen +1

Self-paced learning (SPL) mimics the cognitive process of humans, who generally learn from easy samples to hard ones. One key issue in SPL is the training process required for each…