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InfoBERT: Improving Robustness of Language Models from An Information Theoretic Perspective

Oct 14, 2020
Boxin Wang, Shuohang Wang, Yu Cheng, Zhe Gan, Ruoxi Jia, Bo Li, Jingjing Liu

* 20 pages, 8 tables, 2 figures 

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Towards Evaluating the Robustness of Chinese BERT Classifiers

Apr 07, 2020
Boxin Wang, Boyuan Pan, Xin Li, Bo Li


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End-to-end Robustness for Sensing-Reasoning Machine Learning Pipelines

Mar 06, 2020
Zhuolin Yang, Zhikuan Zhao, Hengzhi Pei, Boxin Wang, Bojan Karlas, Ji Liu, Heng Guo, Bo Li, Ce Zhang

* 43 pages, 9 figures 

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Reinforcement-Learning based Portfolio Management with Augmented Asset Movement Prediction States

Feb 09, 2020
Yunan Ye, Hengzhi Pei, Boxin Wang, Pin-Yu Chen, Yada Zhu, Jun Xiao, Bo Li

* AAAI 2020 

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AdvCodec: Towards A Unified Framework for Adversarial Text Generation

Dec 22, 2019
Boxin Wang, Hengzhi Pei, Han Liu, Bo Li


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Efficient Task-Specific Data Valuation for Nearest Neighbor Algorithms

Sep 11, 2019
Ruoxi Jia, David Dao, Boxin Wang, Frances Ann Hubis, Nezihe Merve Gurel, Bo Li, Ce Zhang, Costas J. Spanos, Dawn Song

* PVLDB, 12(11): 1610-1623, 2019 

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Towards Efficient Data Valuation Based on the Shapley Value

Feb 27, 2019
Ruoxi Jia, David Dao, Boxin Wang, Frances Ann Hubis, Nick Hynes, Nezihe Merve Gurel, Bo Li, Ce Zhang, Dawn Song, Costas Spanos


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