4 citations · 5 across the 4 of their papers we have counts for
9 papers
Boosting the Generalization Capability in Cross-Domain Few-shot Learning via Noise-enhanced Supervised Autoencoder
Hanwen Liang, Qiong Zhang, Peng Dai +1
State of the art (SOTA) few-shot learning (FSL) methods suffer significant performance drop in the presence of domain differences between source and target datasets. The strong dis…
Classification Beats Regression: Counting of Cells from Greyscale Microscopic Images based on Annotation-free Training Samples
Xin Ding, Qiong Zhang, William J. Welch
Modern methods often formulate the counting of cells from microscopic images as a regression problem and more or less rely on expensive, manually annotated training images (e.g., d…
Robust Layout-aware IE for Visually Rich Documents with Pre-trained Language Models
Mengxi Wei, Yifan He, Qiong Zhang
Many business documents processed in modern NLP and IR pipelines are visually rich: in addition to text, their semantics can also be captured by visual traits such as layout, forma…
Masking Orchestration: Multi-task Pretraining for Multi-role Dialogue Representation Learning
Tianyi Wang, Yating Zhang, Xiaozhong Liu +2
Multi-role dialogue understanding comprises a wide range of diverse tasks such as question answering, act classification, dialogue summarization etc. While dialogue corpora are abu…
Robust Optimal Design of Two-Armed Trials with Side Information
Qiong Zhang, Amin Khademi, Yongjia Song
Significant evidence has become available that emphasizes the importance of personalization in medicine. In fact, it has become a common belief that personalized medicine is the fu…
Sequential Selection for Accelerated Life Testing via Approximate Bayesian Inference
Ye Chen, Qiong Zhang, Mingyang Li +1
Accelerated life testing (ALT) is typically used to assess the reliability of material's lifetime under desired stress levels. Recent advances in material engineering have made a v…