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Improving Bot Response Contradiction Detection via Utterance Rewriting


Jul 25, 2022
Di Jin, Sijia Liu, Yang Liu, Dilek Hakkani-Tur

* Accepted by SIGDial 2022 

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Generalization Guarantee of Training Graph Convolutional Networks with Graph Topology Sampling


Jul 07, 2022
Hongkang Li, Meng Wang, Sijia Liu, Pin-Yu Chen, Jinjun Xiong


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The NLP Sandbox: an efficient model-to-data system to enable federated and unbiased evaluation of clinical NLP models


Jun 28, 2022
Yao Yan, Thomas Yu, Kathleen Muenzen, Sijia Liu, Connor Boyle, George Koslowski, Jiaxin Zheng, Nicholas Dobbins, Clement Essien, Hongfang Liu, Larsson Omberg, Meliha Yestigen, Bradley Taylor, James A Eddy, Justin Guinney, Sean Mooney, Thomas Schaffter


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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

* Accepted by TMLR 2022 

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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

* Accepted by ICML 2022 

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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

* Accepted by ICML 2022 

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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

* NAACL short paper, github: https://github.com/yonxie/AdvFinTweet 

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