Large Scale Machine Learning and Federated Optimization
Black-Box Generalization
Konstantinos E. Nikolakakis, Farzin Haddadpour, Dionysios S. Kalogerias, and Amin Karbasi.
NeurIPS, 2022
Farzin Haddadpour, Mohammad Mahdi Kamani, Mehrdad Mahdavi and Amin Karbasi
ICLR, 2022
Efficient fair principal component analysis
Mohammad Mahdi Kamani, Farzin Haddadpour, Rana Forsati and Mehrdad Mahdavi
Springer Nature, 2022
Federated learning with compression: Unified analysis and sharp guarantees
Farzin Haddadpour, Mohammad Mahdi Kamani, Aryan Mokhtari and Mehrdad Mahdavi
AISTATS, 2021
FedSKETCH: Communication-Efficient and private Federated learning via sketching
Farzin Haddadpour, Belhal Karimi, Ping Li and Xiaoyun Li
arXiv, 2020
Local SGD with periodic averaging: Tighter analysis and adaptive synchronization
Farzin Haddadpour, Mohammad Mahdi Kamani, Mehrdad Mahdavi and Viveck R. Cadambe
NeurIPS, 2019
Trading redundancy for communication: Speeding up distributed SGD for non-convex optimization
Farzin Haddadpour, Mohammad Mahdi Kamani, Mehrdad Mahdavi and Viveck R. Cadambe
ICML, 2019
On the convergence of local descent methods in federated learning
Farzin Haddadpour and Mehrdad Mahdavi
arXiv, 2019
Fault-tolerant Distributed Computing
On the optimal recovery threshold of coded matrix multiplication
Sanghamitra Dutta*, Mohammad Fahim*, Farzin Haddadpour*, Haewon Jeong*, Viveck Cadambe, Pulkit Grover (*: denotes equal contribution)
Codes for distributed finite alphabet matrix-vector multiplication
Farzin Haddadpour and Viveck R. Cadambe
ISIT, 2018
Cross-iteration coded computing
Farzin Haddadpour, Yaoqing Yang, Viveck Cadambe, and Pulkit Grover
Allerton, 2018
Straggler-resilient and communication-efficient distributed iterative linear solver
Farzin Haddadpour, Yaoqing Yang, Malhar Chaudhari, Viveck R. Cadambe, and Pulkit Grover
arXiv, 2018
On the optimal recovery threshold of coded matrix multiplication
Mohammad Fahim*, Haewon Jeong*, Farzin Haddadpour, Sanghamitra Dutta, Viveck Cadambe, and Pulkit Grover
Allerton, 2017
Information and Coding Theory
Simulation of a channel with another channel
Farzin Haddadpour, Mohammad Hossein Yassaee, Salman Beigi, Amin Gohari, and Mohammad Reza Aref
IEEE Transactions on Information Theory, 2016
Low-complexity stochastic generalized belief propagation
Farzin Haddadpour, Mahdi Jafari Siavoshani, and Morteza Noshad
ISIT, 2016
On AVCs with quadratic constraints
Farzin Haddadpour, Mahdi Jafari Siavoshani, Mayank Bakshi, and Sidharth Jaggi
ISIT, 2013
When is it possible to simulate a DMC channel from another?
Farzin Haddadpour, Mohammad Hossein Yassaee, Mohammad Reza Aref, and Amin Gohari
ITW, 2013
Coordination via a relay
Farzin Haddadpour, Mohammad Hossein Yassaee, Amin Gohari, and Mohammad Reza Aref
- ISIT, 2012
Patent
Pulkit Grover, HaeWon Jeong, Yaoqing Yang, Sanghamitra Dutta, Ziqian Bal, Tze Meng Low, Mohammad Fahim, Farzin Haddadpour, and Viveck Cadambe. "Coded computation strategies for distributed matrix-matrix and matrix-vector products." U.S. Patent Application 16/588,990, filed April 2, 2020.