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On Dynamic Noise Influence in Differentially Private Learning

Jan 19, 2021
Junyuan Hong, Zhangyang Wang, Jiayu Zhou


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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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SmartDeal: Re-Modeling Deep Network Weights for Efficient Inference and Training

Jan 04, 2021
Xiaohan Chen, Yang Zhao, Yue Wang, Pengfei Xu, Haoran You, Chaojian Li, Yonggan Fu, Yingyan Lin, Zhangyang Wang

* arXiv admin note: substantial text overlap with arXiv:2005.03403 

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EarlyBERT: Efficient BERT Training via Early-bird Lottery Tickets

Dec 31, 2020
Xiaohan Chen, Yu Cheng, Shuohang Wang, Zhe Gan, Zhangyang Wang, Jingjing Liu


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Growing Deep Forests Efficiently with Soft Routing and Learned Connectivity

Dec 29, 2020
Jianghao Shen, Sicheng Wang, Zhangyang Wang

* ICDM Workshops 2018: 399-402 
* ICDM workshop 2018 

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FracTrain: Fractionally Squeezing Bit Savings Both Temporally and Spatially for Efficient DNN Training

Dec 24, 2020
Yonggan Fu, Haoran You, Yang Zhao, Yue Wang, Chaojian Li, Kailash Gopalakrishnan, Zhangyang Wang, Yingyan Lin

* Accepted at NeurIPS 2020 

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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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Uncertainty-Aware Physically-Guided Proxy Tasks for Unseen Domain Face Anti-spoofing

Nov 28, 2020
Junru Wu, Xiang Yu, Buyu Liu, Zhangyang Wang, Manmohan Chandraker


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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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What Does CNN Shift Invariance Look Like? A Visualization Study

Nov 09, 2020
Jake Lee, Junfeng Yang, Zhangyang Wang

* Presented at the 2020 ECCV Workshop on Real-World Computer Vision from Inputs with Limited Quality (RLQ-TOD 2020), Glasgow, Scotland 

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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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ShiftAddNet: A Hardware-Inspired Deep Network

Oct 24, 2020
Haoran You, Xiaohan Chen, Yongan Zhang, Chaojian Li, Sicheng Li, Zihao Liu, Zhangyang Wang, Yingyan Lin

* Accepted by 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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MM-Hand: 3D-Aware Multi-Modal Guided Hand Generative Network for 3D Hand Pose Synthesis

Oct 02, 2020
Zhenyu Wu, Duc Hoang, Shih-Yao Lin, Yusheng Xie, Liangjian Chen, Yen-Yu Lin, Zhangyang Wang, Wei Fan

* Accepted by ACM Multimedia 2020 

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GAN Slimming: All-in-One GAN Compression by A Unified Optimization Framework

Aug 25, 2020
Haotao Wang, Shupeng Gui, Haichuan Yang, Ji Liu, Zhangyang Wang

* ECCV 2020 spotlight 

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AutoPose: Searching Multi-Scale Branch Aggregation for Pose Estimation

Aug 16, 2020
Xinyu Gong, Wuyang Chen, Yifan Jiang, Ye Yuan, Xianming Liu, Qian Zhang, Yuan Li, 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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Automated Synthetic-to-Real Generalization

Jul 14, 2020
Wuyang Chen, Zhiding Yu, Zhangyang Wang, Anima Anandkumar

* Accepted to ICML 2020 

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AutoGAN-Distiller: Searching to Compress Generative Adversarial Networks

Jul 06, 2020
Yonggan Fu, Wuyang Chen, Haotao Wang, Haoran Li, Yingyan Lin, Zhangyang Wang

* Accepted at ICML2020 

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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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NADS: Neural Architecture Distribution Search for Uncertainty Awareness

Jun 11, 2020
Randy Ardywibowo, Shahin Boluki, Xinyu Gong, Zhangyang Wang, Xiaoning Qian

* ICML 2020 

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