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Bag of Tricks for Training Deeper Graph Neural Networks: A Comprehensive Benchmark Study


Aug 24, 2021
Tianlong Chen, Kaixiong Zhou, Keyu Duan, Wenqing Zheng, Peihao Wang, Xia Hu, Zhangyang Wang

* Preprint 

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DANCE: DAta-Network Co-optimization for Efficient Segmentation Model Training and Inference


Jul 16, 2021
Chaojian Li, Wuyang Chen, Yuchen Gu, Tianlong Chen, Yonggan Fu, Zhangyang Wang, Yingyan Lin

* 16 pages, 6 figures 

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Sanity Checks for Lottery Tickets: Does Your Winning Ticket Really Win the Jackpot?


Jul 01, 2021
Xiaolong Ma, Geng Yuan, Xuan Shen, Tianlong Chen, Xuxi Chen, Xiaohan Chen, Ning Liu, Minghai Qin, Sijia Liu, Zhangyang Wang, Yanzhi Wang


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FreeTickets: Accurate, Robust and Efficient Deep Ensemble by Training with Dynamic Sparsity


Jun 28, 2021
Shiwei Liu, Tianlong Chen, Zahra Atashgahi, Xiaohan Chen, Ghada Sokar, Elena Mocanu, Mykola Pechenizkiy, Zhangyang Wang, Decebal Constantin Mocanu

* preprint version 

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Graph Contrastive Learning Automated


Jun 28, 2021
Yuning You, Tianlong Chen, Yang Shen, Zhangyang Wang

* Supplementary materials are available at https://yyou1996.github.io/files/icml2021_graphcl_automated_supplement.pdf. ICML 2021 

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Scalable Perception-Action-Communication Loops with Convolutional and Graph Neural Networks


Jun 24, 2021
Ting-Kuei Hu, Fernando Gama, Tianlong Chen, Wenqing Zheng, Zhangyang Wang, Alejandro Ribeiro, Brian M. Sadler


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Sparse Training via Boosting Pruning Plasticity with Neuroregeneration


Jun 19, 2021
Shiwei Liu, Tianlong Chen, Xiaohan Chen, Zahra Atashgahi, Lu Yin, Huanyu Kou, Li Shen, Mykola Pechenizkiy, Zhangyang Wang, Decebal Constantin Mocanu


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Sparse and Imperceptible Adversarial Attack via a Homotopy Algorithm


Jun 10, 2021
Mingkang Zhu, Tianlong Chen, Zhangyang Wang


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Chasing Sparsity in Vision Transformers: An End-to-End Exploration


Jun 09, 2021
Tianlong Chen, Yu Cheng, Zhe Gan, Lu Yuan, Lei Zhang, Zhangyang Wang


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Chasing Sparsity in Vision Transformers:An End-to-End Exploration


Jun 08, 2021
Tianlong Chen, Yu Cheng, Zhe Gan, Lu Yuan, Lei Zhang, Zhangyang Wang


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Efficient Lottery Ticket Finding: Less Data is More


Jun 06, 2021
Zhenyu Zhang, Xuxi Chen, Tianlong Chen, Zhangyang Wang


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Self-Damaging Contrastive Learning


Jun 06, 2021
Ziyu Jiang, Tianlong Chen, Bobak Mortazavi, Zhangyang Wang

* ICML 2021 

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GANs Can Play Lottery Tickets Too


May 31, 2021
Xuxi Chen, Zhenyu Zhang, Yongduo Sui, Tianlong Chen


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Undistillable: Making A Nasty Teacher That CANNOT teach students


May 16, 2021
Haoyu Ma, Tianlong Chen, Ting-Kuei Hu, Chenyu You, Xiaohui Xie, Zhangyang Wang

* ICLR 2021 
* ICLR 2021(Spotlight). Code is available at https://github.com/VITA-Group/Nasty-Teacher 

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Troubleshooting Blind Image Quality Models in the Wild


May 14, 2021
Zhihua Wang, Haotao Wang, Tianlong Chen, Zhangyang Wang, Kede Ma

* 7 pages, 3 tables 

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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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