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SoTeacher: A Student-oriented Teacher Network Training Framework for Knowledge Distillation


Jun 14, 2022
Chengyu Dong, Liyuan Liu, Jingbo Shang


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PILED: An Identify-and-Localize Framework for Few-Shot Event Detection


Feb 15, 2022
Sha Li, Liyuan Liu, Yiqing Xie, Heng Ji, Jiawei Han

* 12 pages 

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Double Descent in Adversarial Training: An Implicit Label Noise Perspective


Oct 07, 2021
Chengyu Dong, Liyuan Liu, Jingbo Shang


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Empower Distantly Supervised Relation Extraction with Collaborative Adversarial Training


Jun 21, 2021
Tao Chen, Haochen Shi, Liyuan Liu, Siliang Tang, Jian Shao, Zhigang Chen, Yueting Zhuang

* Accepted by AAAI 2021 

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Multi-head or Single-head? An Empirical Comparison for Transformer Training


Jun 17, 2021
Liyuan Liu, Jialu Liu, Jiawei Han

* Work in progress 

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UCPhrase: Unsupervised Context-aware Quality Phrase Tagging


May 28, 2021
Xiaotao Gu, Zihan Wang, Zhenyu Bi, Yu Meng, Liyuan Liu, Jiawei Han, Jingbo Shang

* KDD 2021 

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Data Profiling for Adversarial Training: On the Ruin of Problematic Data


Feb 15, 2021
Chengyu Dong, Liyuan Liu, Jingbo Shang


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On the Transformer Growth for Progressive BERT Training


Oct 23, 2020
Xiaotao Gu, Liyuan Liu, Hongkun Yu, Jing Li, Chen Chen, Jiawei Han


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Overfitting or Underfitting? Understand Robustness Drop in Adversarial Training


Oct 15, 2020
Zichao Li, Liyuan Liu, Chengyu Dong, Jingbo Shang

* Work in Progress 

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Very Deep Transformers for Neural Machine Translation


Aug 18, 2020
Xiaodong Liu, Kevin Duh, Liyuan Liu, Jianfeng Gao

* 6 pages, 3 figures and 3 tables 

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