Search Results for author: Ronghui You

Found 3 papers, 2 papers with code

Near-Optimal Resilient Aggregation Rules for Distributed Learning Using 1-Center and 1-Mean Clustering with Outliers

1 code implementation20 Dec 2023 Yuhao Yi, Ronghui You, Hong Liu, Changxin Liu, YuAn Wang, Jiancheng Lv

Our analysis show that constant approximations to the 1-center and 1-mean clustering problems with outliers provide near-optimal resilient aggregators for metric-based criteria, which have been proven to be crucial in the homogeneous and heterogeneous cases respectively.

Clustering Image Classification

HAXMLNet: Hierarchical Attention Network for Extreme Multi-Label Text Classification

no code implementations24 Mar 2019 Ronghui You, Zihan Zhang, Suyang Dai, Shanfeng Zhu

Extreme multi-label text classification (XMTC) addresses the problem of tagging each text with the most relevant labels from an extreme-scale label set.

General Classification Multi Label Text Classification +2

AttentionXML: Label Tree-based Attention-Aware Deep Model for High-Performance Extreme Multi-Label Text Classification

3 code implementations NeurIPS 2019 Ronghui You, Zihan Zhang, Ziye Wang, Suyang Dai, Hiroshi Mamitsuka, Shanfeng Zhu

We propose a new label tree-based deep learning model for XMTC, called AttentionXML, with two unique features: 1) a multi-label attention mechanism with raw text as input, which allows to capture the most relevant part of text to each label; and 2) a shallow and wide probabilistic label tree (PLT), which allows to handle millions of labels, especially for "tail labels".

General Classification Multi-Label Text Classification +3

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