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Sijia Liu

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Queried Unlabeled Data Improves and Robustifies Class-Incremental Learning

Jun 17, 2022
Tianlong Chen, Sijia Liu, Shiyu Chang, Lisa Amini, Zhangyang Wang

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Linearity Grafting: Relaxed Neuron Pruning Helps Certifiable Robustness

Jun 15, 2022
Tianlong Chen, Huan Zhang, Zhenyu Zhang, Shiyu Chang, Sijia Liu, Pin-Yu Chen, Zhangyang Wang

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Distributed Adversarial Training to Robustify Deep Neural Networks at Scale

Jun 13, 2022
Gaoyuan Zhang, Songtao Lu, Yihua Zhang, Xiangyi Chen, Pin-Yu Chen, Quanfu Fan, Lee Martie, Lior Horesh, Mingyi Hong, Sijia Liu

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Data-Efficient Double-Win Lottery Tickets from Robust Pre-training

Jun 09, 2022
Tianlong Chen, Zhenyu Zhang, Sijia Liu, Yang Zhang, Shiyu Chang, Zhangyang Wang

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Zeroth-Order SciML: Non-intrusive Integration of Scientific Software with Deep Learning

Jun 04, 2022
Ioannis Tsaknakis, Bhavya Kailkhura, Sijia Liu, Donald Loveland, James Diffenderfer, Anna Maria Hiszpanski, Mingyi Hong

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Quarantine: Sparsity Can Uncover the Trojan Attack Trigger for Free

May 24, 2022
Tianlong Chen, Zhenyu Zhang, Yihua Zhang, Shiyu Chang, Sijia Liu, Zhangyang Wang

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A Word is Worth A Thousand Dollars: Adversarial Attack on Tweets Fools Stock Prediction

May 11, 2022
Yong Xie, Dakuo Wang, Pin-Yu Chen, Jinjun Xiong, Sijia Liu, Sanmi Koyejo

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CryoRL: Reinforcement Learning Enables Efficient Cryo-EM Data Collection

Apr 15, 2022
Quanfu Fan, Yilai Li, Yuguang Yao, John Cohn, Sijia Liu, Seychelle M. Vos, Michael A. Cianfrocco

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Reverse Engineering of Imperceptible Adversarial Image Perturbations

Apr 01, 2022
Yifan Gong, Yuguang Yao, Yize Li, Yimeng Zhang, Xiaoming Liu, Xue Lin, Sijia Liu

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