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Cold Brew: Distilling Graph Node Representations with Incomplete or Missing Neighborhoods


Nov 10, 2021
Wenqing Zheng, Edward W Huang, Nikhil Rao, Sumeet Katariya, Zhangyang Wang, Karthik Subbian

* - 

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Improving Contrastive Learning on Imbalanced Seed Data via Open-World Sampling


Nov 01, 2021
Ziyu Jiang, Tianlong Chen, Ting Chen, Zhangyang Wang

* Neurips 2021 

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You are caught stealing my winning lottery ticket! Making a lottery ticket claim its ownership


Oct 30, 2021
Xuxi Chen, Tianlong Chen, Zhenyu Zhang, Zhangyang Wang


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DSEE: Dually Sparsity-embedded Efficient Tuning of Pre-trained Language Models


Oct 30, 2021
Xuxi Chen, Tianlong Chen, Yu Cheng, Weizhu Chen, Zhangyang Wang, Ahmed Hassan Awadallah


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Delayed Propagation Transformer: A Universal Computation Engine towards Practical Control in Cyber-Physical Systems


Oct 29, 2021
Wenqing Zheng, Qiangqiang Guo, Hao Yang, Peihao Wang, Zhangyang Wang


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Hyperparameter Tuning is All You Need for LISTA


Oct 29, 2021
Xiaohan Chen, Jialin Liu, Zhangyang Wang, Wotao Yin

* Accepted at NeurIPS 2021 

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AugMax: Adversarial Composition of Random Augmentations for Robust Training


Oct 26, 2021
Haotao Wang, Chaowei Xiao, Jean Kossaifi, Zhiding Yu, Anima Anandkumar, Zhangyang Wang

* NeurIPS, 2021 

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Towards Lifelong Learning of Multilingual Text-To-Speech Synthesis


Oct 09, 2021
Mu Yang, Shaojin Ding, Tianlong Chen, Tong Wang, Zhangyang Wang

* Submitted to ICASSP 2022 

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Universality of Deep Neural Network Lottery Tickets: A Renormalization Group Perspective


Oct 07, 2021
William T. Redman, Tianlong Chen, Akshunna S. Dogra, Zhangyang Wang

* 16 pages, 3 figures, 6 tables 

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Skeleton-Graph: Long-Term 3D Motion Prediction From 2D Observations Using Deep Spatio-Temporal Graph CNNs


Sep 27, 2021
Abduallah Mohamed, Huancheng Chen, Zhangyang Wang, Christian Claudel

* To appear in the The ROAD Challenge: Event Detection for Situation Awareness in Autonomous Driving ICCV 2021 Workshop 

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GDP: Stabilized Neural Network Pruning via Gates with Differentiable Polarization


Sep 08, 2021
Yi Guo, Huan Yuan, Jianchao Tan, Zhangyang Wang, Sen Yang, Ji Liu

* Accepted by ICCV 2021 

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Font Completion and Manipulation by Cycling Between Multi-Modality Representations


Aug 30, 2021
Ye Yuan, Wuyang Chen, Zhaowen Wang, Matthew Fisher, Zhifei Zhang, Zhangyang Wang, Hailin Jin

* submitted to IEEE Transactions on Multimedia (TMM) 

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Searching for Two-Stream Models in Multivariate Space for Video Recognition


Aug 30, 2021
Xinyu Gong, Heng Wang, Zheng Shou, Matt Feiszli, Zhangyang Wang, Zhicheng Yan

* Accepted by ICCV 2021 

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Understanding and Accelerating Neural Architecture Search with Training-Free and Theory-Grounded Metrics


Aug 26, 2021
Wuyang Chen, Xinyu Gong, Yunchao Wei, Humphrey Shi, Zhicheng Yan, Yi Yang, Zhangyang Wang

* submitted to TPAMI 

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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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SSH: A Self-Supervised Framework for Image Harmonization


Aug 17, 2021
Yifan Jiang, He Zhang, Jianming Zhang, Yilin Wang, Zhe Lin, Kalyan Sunkavalli, Simon Chen, Sohrab Amirghodsi, Sarah Kong, Zhangyang Wang

* Accepted by ICCV'2021 

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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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