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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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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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SmartExchange: Trading Higher-cost Memory Storage/Access for Lower-cost Computation

May 08, 2020
Yang Zhao, Xiaohan Chen, Yue Wang, Chaojian Li, Haoran You, Yonggan Fu, Yuan Xie, Zhangyang Wang, Yingyan Lin

* Accepted by 47th International Symposium on Computer Architecture (ISCA'2020) 

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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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Safeguarded Learned Convex Optimization

Mar 04, 2020
Howard Heaton, Xiaohan Chen, Zhangyang Wang, Wotao Yin


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Uncertainty Quantification for Deep Context-Aware Mobile Activity Recognition and Unknown Context Discovery

Mar 03, 2020
Zepeng Huo, Arash PakBin, Xiaohan Chen, Nathan Hurley, Ye Yuan, Xiaoning Qian, Zhangyang Wang, Shuai Huang, Bobak Mortazavi

* 10 pages, 5 figures, accepted by AISTATS 2020 

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I Am Going MAD: Maximum Discrepancy Competition for Comparing Classifiers Adaptively

Feb 25, 2020
Haotao Wang, Tianlong Chen, Zhangyang Wang, Kede Ma

* Accepted to ICLR 2020 

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Triple Wins: Boosting Accuracy, Robustness and Efficiency Together by Enabling Input-Adaptive Inference

Feb 25, 2020
Ting-Kuei Hu, Tianlong Chen, Haotao Wang, Zhangyang Wang

* Published on ICLR 2020 

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VGAI: A Vision-Based Decentralized Controller Learning Framework for Robot Swarms

Feb 06, 2020
Ting-Kuei Hu, Fernando Gama, Zhangyang Wang, Alejandro Ribeiro, Brian M. Sadler


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FasterSeg: Searching for Faster Real-time Semantic Segmentation

Jan 16, 2020
Wuyang Chen, Xinyu Gong, Xianming Liu, Qian Zhang, Yuan Li, Zhangyang Wang

* ICLR 2020 accepted 

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