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A Unified Framework for Task-Driven Data Quality Management


Jun 10, 2021
Tianhao Wang, Yi Zeng, Ming Jin, Ruoxi Jia


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One-Round Active Learning


Apr 23, 2021
Tianhao Wang, Si Chen, Ruoxi Jia


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Rethinking the Backdoor Attacks' Triggers: A Frequency Perspective


Apr 09, 2021
Yi Zeng, Won Park, Z. Morley Mao, Ruoxi Jia


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DPlis: Boosting Utility of Differentially Private Deep Learning via Randomized Smoothing


Mar 02, 2021
Wenxiao Wang, Tianhao Wang, Lun Wang, Nanqing Luo, Pan Zhou, Dawn Song, Ruoxi Jia

* 20 pages, 7 figures 

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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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Improved Techniques for Model Inversion Attacks


Oct 09, 2020
Si Chen, Ruoxi Jia, Guo-Jun Qi


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Improving Robustness to Model Inversion Attacks via Mutual Information Regularization


Sep 22, 2020
Tianhao Wang, Yuheng Zhang, Ruoxi Jia


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A Principled Approach to Data Valuation for Federated Learning


Sep 14, 2020
Tianhao Wang, Johannes Rausch, Ce Zhang, Ruoxi Jia, Dawn Song


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Private Distributed Mean Estimation


Jun 22, 2020
Lun Wang, Ruoxi Jia


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REFIT: a Unified Watermark Removal Framework for Deep Learning Systems with Limited Data


Nov 17, 2019
Xinyun Chen, Wenxiao Wang, Chris Bender, Yiming Ding, Ruoxi Jia, Bo Li, Dawn Song

* Early version in ICML 2019 Workshop on Security and Privacy of Machine Learning. The first two authors contribute equally 

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The Secret Revealer: Generative Model-Inversion Attacks Against Deep Neural Networks


Nov 17, 2019
Yuheng Zhang, Ruoxi Jia, Hengzhi Pei, Wenxiao Wang, Bo Li, Dawn Song


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An Empirical and Comparative Analysis of Data Valuation with Scalable Algorithms


Nov 17, 2019
Ruoxi Jia, Xuehui Sun, Jiacen Xu, Ce Zhang, Bo Li, Dawn Song


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Robust Anomaly Detection and Backdoor Attack Detection Via Differential Privacy


Nov 16, 2019
Min Du, Ruoxi Jia, Dawn Song


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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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One Bit Matters: Understanding Adversarial Examples as the Abuse of Redundancy


Oct 23, 2018
Jingkang Wang, Ruoxi Jia, Gerald Friedland, Bo Li, Costas Spanos


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The Helmholtz Method: Using Perceptual Compression to Reduce Machine Learning Complexity


Jul 10, 2018
Gerald Friedland, Jingkang Wang, Ruoxi Jia, Bo Li


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Environmental Sensing by Wearable Device for Indoor Activity and Location Estimation


Jun 22, 2014
Ming Jin, Han Zou, Kevin Weekly, Ruoxi Jia, Alexandre M. Bayen, Costas J. Spanos

* submitted to the 40th Annual Conference of the IEEE Industrial Electronics Society (IECON) 

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