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Beyond Uniform Lipschitz Condition in Differentially Private Optimization



Rudrajit Das , Satyen Kale , Zheng Xu , Tong Zhang , Sujay Sanghavi


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On the Unreasonable Effectiveness of Federated Averaging with Heterogeneous Data



Jianyu Wang , Rudrajit Das , Gauri Joshi , Satyen Kale , Zheng Xu , Tong Zhang


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Self-Consistency of the Fokker-Planck Equation



Zebang Shen , Zhenfu Wang , Satyen Kale , Alejandro Ribeiro , Aim Karbasi , Hamed Hassani

* Accepted to COLT 2022. The code can be found at https://github.com/shenzebang/self-consistency-jax 

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Mixed Federated Learning: Joint Decentralized and Centralized Learning



Sean Augenstein , Andrew Hard , Lin Ning , Karan Singhal , Satyen Kale , Kurt Partridge , Rajiv Mathews

* 36 pages, 12 figures 

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Reproducibility in Optimization: Theoretical Framework and Limits



Kwangjun Ahn , Prateek Jain , Ziwei Ji , Satyen Kale , Praneeth Netrapalli , Gil I. Shamir

* 51 pages 

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Pushing the Efficiency-Regret Pareto Frontier for Online Learning of Portfolios and Quantum States



Julian Zimmert , Naman Agarwal , Satyen Kale


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Agnostic Learnability of Halfspaces via Logistic Loss



Ziwei Ji , Kwangjun Ahn , Pranjal Awasthi , Satyen Kale , Stefani Karp


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Efficient Methods for Online Multiclass Logistic Regression



Naman Agarwal , Satyen Kale , Julian Zimmert


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A Field Guide to Federated Optimization



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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SGD: The Role of Implicit Regularization, Batch-size and Multiple-epochs



Satyen Kale , Ayush Sekhari , Karthik Sridharan


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