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Playing Lottery Tickets with Vision and Language


Apr 23, 2021
Zhe Gan, Yen-Chun Chen, Linjie Li, Tianlong Chen, Yu Cheng, Shuohang Wang, Jingjing Liu


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Learning Transferable 3D Adversarial Cloaks for Deep Trained Detectors


Apr 22, 2021
Arman Maesumi, Mingkang Zhu, Yi Wang, Tianlong Chen, Zhangyang Wang, Chandrajit Bajaj


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"BNN - BN = ?": Training Binary Neural Networks without Batch Normalization


Apr 16, 2021
Tianlong Chen, Zhenyu Zhang, Xu Ouyang, Zechun Liu, Zhiqiang Shen, Zhangyang Wang


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Learning to Optimize: A Primer and A Benchmark


Mar 23, 2021
Tianlong Chen, Xiaohan Chen, Wuyang Chen, Howard Heaton, Jialin Liu, Zhangyang Wang, Wotao Yin


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Adversarial Feature Augmentation and Normalization for Visual Recognition


Mar 22, 2021
Tianlong Chen, Yu Cheng, Zhe Gan, Jianfeng Wang, Lijuan Wang, Zhangyang Wang, Jingjing Liu


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Ultra-Data-Efficient GAN Training: Drawing A Lottery Ticket First, Then Training It Toughly


Feb 28, 2021
Tianlong Chen, Yu Cheng, Zhe Gan, Jingjing Liu, Zhangyang Wang


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Sandwich Batch Normalization


Feb 22, 2021
Xinyu Gong, Wuyang Chen, Tianlong Chen, Zhangyang Wang

* Codes are available at https://github.com/VITA-Group/Sandwich-Batch-Normalization 

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A Unified Lottery Ticket Hypothesis for Graph Neural Networks


Feb 12, 2021
Tianlong Chen, Yongduo Sui, Xuxi Chen, Aston Zhang, Zhangyang Wang


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Good Students Play Big Lottery Better


Jan 18, 2021
Haoyu Ma, Tianlong Chen, Ting-Kuei Hu, Chenyu You, Xiaohui Xie, Zhangyang Wang


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The Lottery Tickets Hypothesis for Supervised and Self-supervised Pre-training in Computer Vision Models


Dec 12, 2020
Tianlong Chen, Jonathan Frankle, Shiyu Chang, Sijia Liu, Yang Zhang, Michael Carbin, Zhangyang Wang


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Graph Contrastive Learning with Augmentations


Nov 11, 2020
Yuning You, Tianlong Chen, Yongduo Sui, Ting Chen, Zhangyang Wang, Yang Shen

* Supplementary materials are available at https://yyou1996.github.io/files/neurips2020_graphcl_supplement.pdf. NeurIPS 2020 

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Once-for-All Adversarial Training: In-Situ Tradeoff between Robustness and Accuracy for Free


Nov 10, 2020
Haotao Wang, Tianlong Chen, Shupeng Gui, Ting-Kuei Hu, Ji Liu, Zhangyang Wang

* NeurIPS 2020 

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Robust Pre-Training by Adversarial Contrastive Learning


Oct 26, 2020
Ziyu Jiang, Tianlong Chen, Ting Chen, Zhangyang Wang

* Neurips 2020 

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Training Stronger Baselines for Learning to Optimize


Oct 18, 2020
Tianlong Chen, Weiyi Zhang, Jingyang Zhou, Shiyu Chang, Sijia Liu, Lisa Amini, Zhangyang Wang

* NeurIPS 2020 Spotlight Oral 

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PCAL: A Privacy-preserving Intelligent Credit Risk Modeling Framework Based on Adversarial Learning


Oct 06, 2020
Yuli Zheng, Zhenyu Wu, Ye Yuan, Tianlong Chen, Zhangyang Wang


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The Lottery Ticket Hypothesis for Pre-trained BERT Networks


Jul 23, 2020
Tianlong Chen, Jonathan Frankle, Shiyu Chang, Sijia Liu, Yang Zhang, Zhangyang Wang, Michael Carbin


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When Does Self-Supervision Help Graph Convolutional Networks?


Jul 04, 2020
Yuning You, Tianlong Chen, Zhangyang Wang, Yang Shen

* Supplementary materials are available at https://yyou1996.github.io/files/icml2020_ssgcn_supplement.pdf. ICML 2020 

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Can 3D Adversarial Logos Cloak Humans?


Jun 25, 2020
Tianlong Chen, Yi Wang, Jingyang Zhou, Sijia Liu, Shiyu Chang, Chandrajit Bajaj, Zhangyang Wang


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Self-PU: Self Boosted and Calibrated Positive-Unlabeled Training


Jun 22, 2020
Xuxi Chen, Wuyang Chen, Tianlong Chen, Ye Yuan, Chen Gong, Kewei Chen, Zhangyang Wang

* ICML 2020 accepted 

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Focus Longer to See Better:Recursively Refined Attention for Fine-Grained Image Classification


May 22, 2020
Prateek Shroff, Tianlong Chen, Yunchao Wei, Zhangyang Wang


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AutoSpeech: Neural Architecture Search for Speaker Recognition


May 07, 2020
Shaojin Ding, Tianlong Chen, Xinyu Gong, Weiwei Zha, Zhangyang Wang


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L^2-GCN: Layer-Wise and Learned Efficient Training of Graph Convolutional Networks


Apr 22, 2020
Yuning You, Tianlong Chen, Zhangyang Wang, Yang Shen

* CVPR 2020 

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Adversarial Robustness: From Self-Supervised Pre-Training to Fine-Tuning


Mar 28, 2020
Tianlong Chen, Sijia Liu, Shiyu Chang, Yu Cheng, Lisa Amini, Zhangyang Wang

* CVPR 2020 

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