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Self-directed Machine Learning


Jan 08, 2022
Wenwu Zhu, Xin Wang, Pengtao Xie

* 14 pages, 5 figures 

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Learning from Mistakes based on Class Weighting with Application to Neural Architecture Search


Dec 01, 2021
Jay Gala, Pengtao Xie


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Improving Differentiable Architecture Search with a Generative Model


Nov 30, 2021
Ruisi Zhang, Youwei Liang, Sai Ashish Somayajula, Pengtao Xie


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Learning from Mistakes -- A Framework for Neural Architecture Search


Nov 11, 2021
Bhanu Garg, Li Zhang, Pradyumna Sridhara, Ramtin Hosseini, Eric Xing, Pengtao Xie


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Learning by Examples Based on Multi-level Optimization


Sep 22, 2021
Shentong Mo, Pengtao Xie


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Self-supervised Regularization for Text Classification


Mar 24, 2021
Meng Zhou, Zechen Li, Pengtao Xie

* 16 pages, 3 figures, to be published in Transactions of the Association for Computational Linguistics 

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Interleaving Learning, with Application to Neural Architecture Search


Mar 12, 2021
Hao Ban, Pengtao Xie

* arXiv admin note: substantial text overlap with arXiv:2012.04863 

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Learning by Teaching, with Application to Neural Architecture Search


Mar 11, 2021
Parth Sheth, Yueyu Jiang, Pengtao Xie


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Learning by Ignoring


Dec 28, 2020
Xingchen Zhao, Pengtao Xie


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Learning by Self-Explanation, with Application to Neural Architecture Search


Dec 23, 2020
Ramtin Hosseini, Pengtao Xie

* arXiv admin note: substantial text overlap with arXiv:2011.15102, arXiv:2012.04863, arXiv:2012.12502 

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Small-Group Learning, with Application to Neural Architecture Search


Dec 23, 2020
Xuefeng Du, Pengtao Xie

* arXiv admin note: substantial text overlap with arXiv:2011.15102, arXiv:2012.04863 

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DSRNA: Differentiable Search of Robust Neural Architectures


Dec 11, 2020
Ramtin Hosseini, Xingyi Yang, Pengtao Xie

* 10 pages 

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Skillearn: Machine Learning Inspired by Humans' Learning Skills


Dec 09, 2020
Pengtao Xie, Xuefeng Du, Hao Ban

* arXiv admin note: substantial text overlap with arXiv:2011.15102 

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Learning by Passing Tests, with Application to Neural Architecture Search


Nov 30, 2020
Xuefeng Du, Pengtao Xie


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Discriminative Cross-Modal Data Augmentation for Medical Imaging Applications


Oct 07, 2020
Yue Yang, Pengtao Xie


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Pathological Visual Question Answering


Oct 06, 2020
Xuehai He, Zhuo Cai, Wenlan Wei, Yichen Zhang, Luntian Mou, Eric Xing, Pengtao Xie

* arXiv admin note: text overlap with arXiv:2003.10286 

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TreeGAN: Incorporating Class Hierarchy into Image Generation


Sep 16, 2020
Ruisi Zhang, Luntian Mou, Pengtao Xie


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Contrastive Self-supervised Learning for Graph Classification


Sep 13, 2020
Jiaqi Zeng, Pengtao Xie


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Differentially-private Federated Neural Architecture Search


Jun 22, 2020
Ishika Singh, Haoyi Zhou, Kunlin Yang, Meng Ding, Bill Lin, Pengtao Xie


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Transfer Learning or Self-supervised Learning? A Tale of Two Pretraining Paradigms


Jun 19, 2020
Xingyi Yang, Xuehai He, Yuxiao Liang, Yue Yang, Shanghang Zhang, Pengtao Xie


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XRayGAN: Consistency-preserving Generation of X-ray Images from Radiology Reports


Jun 17, 2020
Xingyi Yang, Nandiraju Gireesh, Eric Xing, Pengtao Xie


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CERT: Contrastive Self-supervised Learning for Language Understanding


May 16, 2020
Hongchao Fang, Pengtao Xie


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On the Generation of Medical Dialogues for COVID-19


May 11, 2020
Wenmian Yang, Guangtao Zeng, Bowen Tan, Zeqian Ju, Subrato Chakravorty, Xuehai He, Shu Chen, Xingyi Yang, Qingyang Wu, Zhou Yu, Eric Xing, Pengtao Xie


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MedDialog: A Large-scale Medical Dialogue Dataset


Apr 07, 2020
Shu Chen, Zeqian Ju, Xiangyu Dong, Hongchao Fang, Sicheng Wang, Yue Yang, Jiaqi Zeng, Ruisi Zhang, Ruoyu Zhang, Meng Zhou, Penghui Zhu, Pengtao Xie


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Identifying Radiological Findings Related to COVID-19 from Medical Literature


Apr 04, 2020
Yuxiao Liang, Pengtao Xie


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COVID-CT-Dataset: A CT Scan Dataset about COVID-19


Mar 30, 2020
Jinyu Zhao, Yichen Zhang, Xuehai He, Pengtao Xie


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PathVQA: 30000+ Questions for Medical Visual Question Answering


Mar 07, 2020
Xuehai He, Yichen Zhang, Luntian Mou, Eric Xing, Pengtao Xie


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Generalized Zero-shot ICD Coding


Sep 28, 2019
Congzheng Song, Shanghang Zhang, Najmeh Sadoughi, Pengtao Xie, Eric Xing


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