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A Field Guide to Federated Optimization


Jul 14, 2021
Jianyu Wang, Zachary Charles, Zheng Xu, Gauri Joshi, H. Brendan McMahan, Blaise Aguera y Arcas, Maruan Al-Shedivat, Galen Andrew, Salman Avestimehr, Katharine Daly, Deepesh Data, Suhas Diggavi, Hubert Eichner, Advait Gadhikar, Zachary Garrett, Antonious M. Girgis, Filip Hanzely, Andrew Hard, Chaoyang He, Samuel Horvath, Zhouyuan Huo, Alex Ingerman, Martin Jaggi, Tara Javidi, Peter Kairouz, Satyen Kale, Sai Praneeth Karimireddy, Jakub Konecny, Sanmi Koyejo, Tian Li, Luyang Liu, Mehryar Mohri, Hang Qi, Sashank J. Reddi, Peter Richtarik, Karan Singhal, Virginia Smith, Mahdi Soltanolkotabi, Weikang Song, Ananda Theertha Suresh, Sebastian U. Stich, Ameet Talwalkar, Hongyi Wang, Blake Woodworth, Shanshan Wu, Felix X. Yu, Honglin Yuan, Manzil Zaheer, Mi Zhang, Tong Zhang, Chunxiang Zheng, Chen Zhu, Wennan Zhu


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DualVGR: A Dual-Visual Graph Reasoning Unit for Video Question Answering


Jul 10, 2021
Jianyu Wang, Bing-Kun Bao, Changsheng Xu

* IEEE Transactions on Multimedia 2021 
* 12 pages, 12 figures 

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Local Adaptivity in Federated Learning: Convergence and Consistency


Jun 04, 2021
Jianyu Wang, Zheng Xu, Zachary Garrett, Zachary Charles, Luyang Liu, Gauri Joshi


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Libri-adhoc40: A dataset collected from synchronized ad-hoc microphone arrays


Apr 07, 2021
Shanzheng Guan, Shupei Liu, Junqi Chen, Wenbo Zhu, Shengqiang Li, Xu Tan, Ziye Yang, Menglong Xu, Yijiang Chen, Jianyu Wang, Xiao-Lei Zhang


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Minimum-volume Multichannel Nonnegative matrix factorization for blind source separation


Jan 16, 2021
Jianyu Wang, Shanzheng Guan, Xiao-Lei Zhang


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Client Selection in Federated Learning: Convergence Analysis and Power-of-Choice Selection Strategies


Oct 03, 2020
Yae Jee Cho, Jianyu Wang, Gauri Joshi


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Tackling the Objective Inconsistency Problem in Heterogeneous Federated Optimization


Jul 15, 2020
Jianyu Wang, Qinghua Liu, Hao Liang, Gauri Joshi, H. Vincent Poor


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Band-limited Soft Actor Critic Model


Jun 19, 2020
Miguel Campo, Zhengxing Chen, Luke Kung, Kittipat Virochsiri, Jianyu Wang

* 8 pages plus additional material 

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Slow and Stale Gradients Can Win the Race


Mar 23, 2020
Sanghamitra Dutta, Jianyu Wang, Gauri Joshi

* Some of the results have appeared in AISTATS 2018. This is an extended version with additional results, in particular, an adaptive synchronicity strategy called AdaSync. arXiv admin note: substantial text overlap with arXiv:1803.01113 

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Machine Learning on Volatile Instances


Mar 12, 2020
Xiaoxi Zhang, Jianyu Wang, Gauri Joshi, Carlee Joe-Wong


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Overlap Local-SGD: An Algorithmic Approach to Hide Communication Delays in Distributed SGD


Feb 21, 2020
Jianyu Wang, Hao Liang, Gauri Joshi

* Accepted to ICASSP 2020 

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Advances and Open Problems in Federated Learning


Dec 10, 2019
Peter Kairouz, H. Brendan McMahan, Brendan Avent, Aurélien Bellet, Mehdi Bennis, Arjun Nitin Bhagoji, Keith Bonawitz, Zachary Charles, Graham Cormode, Rachel Cummings, Rafael G. L. D'Oliveira, Salim El Rouayheb, David Evans, Josh Gardner, Zachary Garrett, Adrià Gascón, Badih Ghazi, Phillip B. Gibbons, Marco Gruteser, Zaid Harchaoui, Chaoyang He, Lie He, Zhouyuan Huo, Ben Hutchinson, Justin Hsu, Martin Jaggi, Tara Javidi, Gauri Joshi, Mikhail Khodak, Jakub Konečný, Aleksandra Korolova, Farinaz Koushanfar, Sanmi Koyejo, Tancrède Lepoint, Yang Liu, Prateek Mittal, Mehryar Mohri, Richard Nock, Ayfer Özgür, Rasmus Pagh, Mariana Raykova, Hang Qi, Daniel Ramage, Ramesh Raskar, Dawn Song, Weikang Song, Sebastian U. Stich, Ziteng Sun, Ananda Theertha Suresh, Florian Tramèr, Praneeth Vepakomma, Jianyu Wang, Li Xiong, Zheng Xu, Qiang Yang, Felix X. Yu, Han Yu, Sen Zhao


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Enhancing Cross-task Black-Box Transferability of Adversarial Examples with Dispersion Reduction


Nov 22, 2019
Yantao Lu, Yunhan Jia, Jianyu Wang, Bai Li, Weiheng Chai, Lawrence Carin, Senem Velipasalar

* arXiv admin note: substantial text overlap with arXiv:1905.03333 

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Deep topic modeling by multilayer bootstrap network and lasso


Oct 24, 2019
Jianyu Wang, Xiao-Lei Zhang


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Compositional Generalization for Primitive Substitutions


Oct 07, 2019
Yuanpeng Li, Liang Zhao, Jianyu Wang, Joel Hestness

* EMNLP 2019 

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SlowMo: Improving Communication-Efficient Distributed SGD with Slow Momentum


Oct 01, 2019
Jianyu Wang, Vinayak Tantia, Nicolas Ballas, Michael Rabbat


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Joint Adversarial Training: Incorporating both Spatial and Pixel Attacks


Jul 31, 2019
Haichao Zhang, Jianyu Wang


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Defense Against Adversarial Attacks Using Feature Scattering-based Adversarial Training


Jul 29, 2019
Haichao Zhang, Jianyu Wang


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Towards Adversarially Robust Object Detection


Jul 24, 2019
Haichao Zhang, Jianyu Wang

* ICCV 2019 

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MATCHA: Speeding Up Decentralized SGD via Matching Decomposition Sampling


May 23, 2019
Jianyu Wang, Anit Kumar Sahu, Zhouyi Yang, Gauri Joshi, Soummya Kar


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Bilateral Adversarial Training: Towards Fast Training of More Robust Models Against Adversarial Attacks


Nov 26, 2018
Jianyu Wang


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Zero-Shot Transfer VQA Dataset


Nov 02, 2018
Yuanpeng Li, Yi Yang, Jianyu Wang, Wei Xu


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Cooperative SGD: A unified Framework for the Design and Analysis of Communication-Efficient SGD Algorithms


Oct 19, 2018
Jianyu Wang, Gauri Joshi


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Adaptive Communication Strategies to Achieve the Best Error-Runtime Trade-off in Local-Update SGD


Oct 19, 2018
Jianyu Wang, Gauri Joshi


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Improving Transferability of Adversarial Examples with Input Diversity


Jun 11, 2018
Cihang Xie, Zhishuai Zhang, Jianyu Wang, Yuyin Zhou, Zhou Ren, Alan Yuille

* Submitted to ECCV 2018, code available at https://github.com/cihangxie/DI-2-FGSM 

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Adversarial Attacks and Defences Competition


Mar 31, 2018
Alexey Kurakin, Ian Goodfellow, Samy Bengio, Yinpeng Dong, Fangzhou Liao, Ming Liang, Tianyu Pang, Jun Zhu, Xiaolin Hu, Cihang Xie, Jianyu Wang, Zhishuai Zhang, Zhou Ren, Alan Yuille, Sangxia Huang, Yao Zhao, Yuzhe Zhao, Zhonglin Han, Junjiajia Long, Yerkebulan Berdibekov, Takuya Akiba, Seiya Tokui, Motoki Abe

* 36 pages, 10 figures 

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DeepVoting: A Robust and Explainable Deep Network for Semantic Part Detection under Partial Occlusion


Mar 29, 2018
Zhishuai Zhang, Cihang Xie, Jianyu Wang, Lingxi Xie, Alan L. Yuille


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