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CERL: A Unified Optimization Framework for Light Enhancement with Realistic Noise


Aug 01, 2021
Zeyuan Chen, Yifan Jiang, Dong Liu, Zhangyang Wang


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Black-Box Diagnosis and Calibration on GAN Intra-Mode Collapse: A Pilot Study


Jul 23, 2021
Zhenyu Wu, Zhaowen Wang, Ye Yuan, Jianming Zhang, Zhangyang Wang, Hailin Jin

* This paper has been accepted by Transactions on Multimedia Computing Communications and Applications (TOMM) for publication in 2021 

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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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IA-RED$^2$: Interpretability-Aware Redundancy Reduction for Vision Transformers


Jun 23, 2021
Bowen Pan, Yifan Jiang, Rameswar Panda, Zhangyang Wang, Rogerio Feris, Aude Oliva


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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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Federated Robustness Propagation: Sharing Adversarial Robustness in Federated Learning


Jun 18, 2021
Junyuan Hong, Haotao Wang, Zhangyang Wang, Jiayu Zhou


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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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Practical Machine Learning Safety: A Survey and Primer


Jun 09, 2021
Sina Mohseni, Haotao Wang, Zhiding Yu, Chaowei Xiao, Zhangyang Wang, Jay Yadawa


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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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SAFIN: Arbitrary Style Transfer With Self-Attentive Factorized Instance Normalization


May 20, 2021
Aaditya Singh, Shreeshail Hingane, Xinyu Gong, Zhangyang Wang

* Accepted at ICME 2021, 5 Pages + 1 Page (references) 

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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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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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InstantNet: Automated Generation and Deployment of Instantaneously Switchable-Precision Networks


Apr 22, 2021
Yonggan Fu, Zhongzhi Yu, Yongan Zhang, Yifan Jiang, Chaojian Li, Yongyuan Liang, Mingchao Jiang, Zhangyang Wang, Yingyan Lin

* Accepted at DAC 2021 

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Cross-Modal Contrastive Learning for Abnormality Classification and Localization in Chest X-rays with Radiomics using a Feedback Loop


Apr 19, 2021
Yan Han, Chongyan Chen, Ahmed Tewfik, Benjamin Glicksberg, Ying Ding, Yifan Peng, Zhangyang Wang

* Preprint 

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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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A Design Space Study for LISTA and Beyond


Apr 08, 2021
Tianjian Meng, Xiaohan Chen, Yifan Jiang, Zhangyang Wang

* Published as a conference paper at ICLR 2021 

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Bootstrapping Your Own Positive Sample: Contrastive Learning With Electronic Health Record Data


Apr 07, 2021
Tingyi Wanyan, Jing Zhang, Ying Ding, Ariful Azad, Zhangyang Wang, Benjamin S Glicksberg


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Contrastive Syn-to-Real Generalization


Apr 06, 2021
Wuyang Chen, Zhiding Yu, Shalini De Mello, Sifei Liu, Jose M. Alvarez, Zhangyang Wang, Anima Anandkumar

* Accepted in ICLR 2021 

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The Elastic Lottery Ticket Hypothesis


Mar 30, 2021
Xiaohan Chen, Yu Cheng, Shuohang Wang, Zhe Gan, Jingjing Liu, Zhangyang Wang


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