Search Results for author: Ziyuan Wang

Found 8 papers, 2 papers with code

IDEA: Interactive DoublE Attentions from Label Embedding for Text Classification

no code implementations23 Sep 2022 Ziyuan Wang, Hailiang Huang, Songqiao Han

Current text classification methods typically encode the text merely into embedding before a naive or complicated classifier, which ignores the suggestive information contained in the label text.

text-classification Text Classification

SAS: A Simple, Accurate and Scalable Node Classification Algorithm

no code implementations19 Apr 2021 Ziyuan Wang, Feiming Yang, Rui Fan

Recent works have sought to address this problem using a two-stage approach, which first aggregates data along graph edges, then trains a classifier without using additional graph information.

Classification General Classification +1

Decentralized Statistical Inference with Unrolled Graph Neural Networks

1 code implementation4 Apr 2021 He Wang, Yifei Shen, Ziyuan Wang, Dongsheng Li, Jun Zhang, Khaled B. Letaief, Jie Lu

In this paper, we investigate the decentralized statistical inference problem, where a network of agents cooperatively recover a (structured) vector from private noisy samples without centralized coordination.

Automatic Data Augmentation via Deep Reinforcement Learning for Effective Kidney Tumor Segmentation

no code implementations22 Feb 2020 Tiexin Qin, Ziyuan Wang, Kelei He, Yinghuan Shi, Yang Gao, Dinggang Shen

Conventional data augmentation realized by performing simple pre-processing operations (\eg, rotation, crop, \etc) has been validated for its advantage in enhancing the performance for medical image segmentation.

Data Augmentation Image Segmentation +5

Machine learning for automatic construction of pseudo-realistic pediatric abdominal phantoms

no code implementations9 Sep 2019 Marco Virgolin, Ziyuan Wang, Tanja Alderliesten, Peter A. N. Bosman

To assess the effects of radiation therapy, treatment plans are typically simulated on phantoms, i. e., virtual surrogates of patient anatomy.

Anatomy BIG-bench Machine Learning +1

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