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HERO: Hessian-Enhanced Robust Optimization for Unifying and Improving Generalization and Quantization Performance


Nov 23, 2021
Huanrui Yang, Xiaoxuan Yang, Neil Zhenqiang Gong, Yiran Chen


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NViT: Vision Transformer Compression and Parameter Redistribution


Oct 10, 2021
Huanrui Yang, Hongxu Yin, Pavlo Molchanov, Hai Li, Jan Kautz


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Can Targeted Adversarial Examples Transfer When the Source and Target Models Have No Label Space Overlap?


Mar 17, 2021
Nathan Inkawhich, Kevin J Liang, Jingyang Zhang, Huanrui Yang, Hai Li, Yiran Chen


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BSQ: Exploring Bit-Level Sparsity for Mixed-Precision Neural Network Quantization


Feb 20, 2021
Huanrui Yang, Lin Duan, Yiran Chen, Hai Li

* Published as a conference paper at ICLR 2021 

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Provable Defense against Privacy Leakage in Federated Learning from Representation Perspective


Dec 08, 2020
Jingwei Sun, Ang Li, Binghui Wang, Huanrui Yang, Hai Li, Yiran Chen


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DVERGE: Diversifying Vulnerabilities for Enhanced Robust Generation of Ensembles


Oct 18, 2020
Huanrui Yang, Jingyang Zhang, Hongliang Dong, Nathan Inkawhich, Andrew Gardner, Andrew Touchet, Wesley Wilkes, Heath Berry, Hai Li

* To be appeared in NeurIPS 2020 conference (Oral) 

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TIPRDC: Task-Independent Privacy-Respecting Data Crowdsourcing Framework with Anonymized Intermediate Representations


Jun 12, 2020
Ang Li, Yixiao Duan, Huanrui Yang, Yiran Chen, Jianlei Yang


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Learning Low-rank Deep Neural Networks via Singular Vector Orthogonality Regularization and Singular Value Sparsification


Apr 20, 2020
Huanrui Yang, Minxue Tang, Wei Wen, Feng Yan, Daniel Hu, Ang Li, Hai Li, Yiran Chen

* In proceeding of 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW). To be presented at EDLCV 2020 workshop co-located with CVPR 2020 

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Exploring Bit-Slice Sparsity in Deep Neural Networks for Efficient ReRAM-Based Deployment


Sep 18, 2019
Jingyang Zhang, Huanrui Yang, Fan Chen, Yitu Wang, Hai Li


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DeepObfuscator: Adversarial Training Framework for Privacy-Preserving Image Classification


Sep 09, 2019
Ang Li, Jiayi Guo, Huanrui Yang, Yiran Chen


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DeepHoyer: Learning Sparser Neural Network with Differentiable Scale-Invariant Sparsity Measures


Aug 27, 2019
Huanrui Yang, Wei Wen, Hai Li


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DPatch: An Adversarial Patch Attack on Object Detectors


Sep 15, 2018
Xin Liu, Huanrui Yang, Ziwei Liu, Linghao Song, Hai Li, Yiran Chen


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MAT: A Multi-strength Adversarial Training Method to Mitigate Adversarial Attacks


May 11, 2018
Chang Song, Hsin-Pai Cheng, Huanrui Yang, Sicheng Li, Chunpeng Wu, Qing Wu, Hai Li, Yiran Chen

* 6 pages, 4 figures, 2 tables 

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