Get our free extension to see links to code for papers anywhere online!

Chrome logo Add to Chrome

Firefox logo Add to Firefox

Picture for Mehryar Mohri

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


  Access Paper or Ask Questions

Adapting to Misspecification in Contextual Bandits


Jul 12, 2021
Dylan J. Foster, Claudio Gentile, Mehryar Mohri, Julian Zimmert

* Appeared at NeurIPS 2020 

  Access Paper or Ask Questions

Beyond Value-Function Gaps: Improved Instance-Dependent Regret Bounds for Episodic Reinforcement Learning


Jul 02, 2021
Christoph Dann, Teodor V. Marinov, Mehryar Mohri, Julian Zimmert


  Access Paper or Ask Questions

Agnostic Reinforcement Learning with Low-Rank MDPs and Rich Observations


Jun 22, 2021
Christoph Dann, Yishay Mansour, Mehryar Mohri, Ayush Sekhari, Karthik Sridharan


  Access Paper or Ask Questions

A Finer Calibration Analysis for Adversarial Robustness


May 06, 2021
Pranjal Awasthi, Anqi Mao, Mehryar Mohri, Yutao Zhong

* arXiv admin note: text overlap with arXiv:2104.09658 

  Access Paper or Ask Questions

Calibration and Consistency of Adversarial Surrogate Losses


May 04, 2021
Pranjal Awasthi, Natalie Frank, Anqi Mao, Mehryar Mohri, Yutao Zhong


  Access Paper or Ask Questions

Communication-Efficient Agnostic Federated Averaging


Apr 06, 2021
Jae Ro, Mingqing Chen, Rajiv Mathews, Mehryar Mohri, Ananda Theertha Suresh


  Access Paper or Ask Questions

Learning with User-Level Privacy


Mar 02, 2021
Daniel Levy, Ziteng Sun, Kareem Amin, Satyen Kale, Alex Kulesza, Mehryar Mohri, Ananda Theertha Suresh

* 39 pages, 0 figure 

  Access Paper or Ask Questions

Multiple-Source Adaptation with Domain Classifiers


Aug 25, 2020
Corinna Cortes, Mehryar Mohri, Ananda Theertha Suresh, Ningshan Zhang


  Access Paper or Ask Questions

Beyond Individual and Group Fairness


Aug 21, 2020
Pranjal Awasthi, Corinna Cortes, Yishay Mansour, Mehryar Mohri


  Access Paper or Ask Questions

Mime: Mimicking Centralized Stochastic Algorithms in Federated Learning


Aug 08, 2020
Sai Praneeth Karimireddy, Martin Jaggi, Satyen Kale, Mehryar Mohri, Sashank J. Reddi, Sebastian U. Stich, Ananda Theertha Suresh


  Access Paper or Ask Questions

On the Rademacher Complexity of Linear Hypothesis Sets


Jul 21, 2020
Pranjal Awasthi, Natalie Frank, Mehryar Mohri


  Access Paper or Ask Questions

A Theory of Multiple-Source Adaptation with Limited Target Labeled Data


Jul 19, 2020
Yishay Mansour, Mehryar Mohri, Ananda Theertha Suresh, Ke Wu

* 20 pages 

  Access Paper or Ask Questions

Corralling Stochastic Bandit Algorithms


Jun 28, 2020
Raman Arora, Teodor V. Marinov, Mehryar Mohri


  Access Paper or Ask Questions

Relative Deviation Margin Bounds


Jun 26, 2020
Corinna Cortes, Mehryar Mohri, Ananda Theertha Suresh

* 29 pages 

  Access Paper or Ask Questions

Reinforcement Learning with Feedback Graphs


May 07, 2020
Christoph Dann, Yishay Mansour, Mehryar Mohri, Ayush Sekhari, Karthik Sridharan


  Access Paper or Ask Questions

Adversarial Learning Guarantees for Linear Hypotheses and Neural Networks


Apr 28, 2020
Pranjal Awasthi, Natalie Frank, Mehryar Mohri


  Access Paper or Ask Questions

Three Approaches for Personalization with Applications to Federated Learning


Feb 25, 2020
Yishay Mansour, Mehryar Mohri, Jae Ro, Ananda Theertha Suresh

* 23 pages 

  Access Paper or Ask Questions

Adaptive Region-Based Active Learning


Feb 18, 2020
Corinna Cortes, Giulia DeSalvo, Claudio Gentile, Mehryar Mohri, Ningshan Zhang


  Access Paper or Ask Questions

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


  Access Paper or Ask Questions

Learning GANs and Ensembles Using Discrepancy


Nov 06, 2019
Ben Adlam, Corinna Cortes, Mehryar Mohri, Ningshan Zhang


  Access Paper or Ask Questions

SCAFFOLD: Stochastic Controlled Averaging for On-Device Federated Learning


Oct 14, 2019
Sai Praneeth Karimireddy, Satyen Kale, Mehryar Mohri, Sashank J. Reddi, Sebastian U. Stich, Ananda Theertha Suresh


  Access Paper or Ask Questions

Bandits with Feedback Graphs and Switching Costs


Jul 29, 2019
Raman Arora, Teodor V. Marinov, Mehryar Mohri


  Access Paper or Ask Questions

AdaNet: A Scalable and Flexible Framework for Automatically Learning Ensembles


Apr 30, 2019
Charles Weill, Javier Gonzalvo, Vitaly Kuznetsov, Scott Yang, Scott Yak, Hanna Mazzawi, Eugen Hotaj, Ghassen Jerfel, Vladimir Macko, Ben Adlam, Mehryar Mohri, Corinna Cortes


  Access Paper or Ask Questions

Hypothesis Set Stability and Generalization


Apr 17, 2019
Dylan J. Foster, Spencer Greenberg, Satyen Kale, Haipeng Luo, Mehryar Mohri, Karthik Sridharan


  Access Paper or Ask Questions