Publications

Google Scholar

Conference

  1. Farzin Haddadpour, Mohammad Mahdi Kamani, Aryan Mokhtari and Mehrdad Mahdavi, “Federated Learning with Compression: Unified Analysis and Sharp Guarantees.” International Conference on Artificial Intelligence and Statistics (AISTATS 2021).
  2. Farzin Haddadpour, Mohammad Mahdi Kamani, Mehrdad Mahdavi, and Viveck Cadambe, “Local SGD with Periodic Averaging: Tighter Analysis and Adaptive Synchronization”, Advances in Neural Information Processing Systems (NeurlPS 2019).
  3. Farzin Haddadpour, Mohammad Mahdi Kamani, Mehrdad Mahdavi, Viveck Cadambe. “Trading Redundancy for Communication: Speeding up Distributed SGD for Non-Convex Optimization”, International Conference on Machine Learning (ICML 2019) [Supplementary PDF, Code].
  4. Farzin Haddadpour, Yaoqing Yang, Viveck R. Cadambe, and Pulkit Grover. “Cross-Iteration Coded Computing”, Annual Allerton Conference on Communication, Control and Computing (Allerton 2018).
  5. Farzin Haddadpour, Viveck R. Cadambe, “Codes for Distributed Finite Alphabet Matrix-Vector Multiplication”, IEEE International Symposium on Information Theory (ISIT 2018).
  6. Mohammad Fahim*, Haewon Jeong*, Farzin Haddadpour, Sanghamitra Dutta, Viveck Cadambe, Pulkit Grover, “On the optimal recovery threshold of coded matrix multiplication”, Annual Allerton Conference on Communication, Control and Computing (Allerton 2017) (*: Equal contribution).
  7. Farzin Haddadpour, Mahdi Jafari Siavoshani, Morteza Noshad “Low complexity generalized belief propagation algorithm”, IEEE International Symposium on Information Theory (ISIT 2016).
  8. Farzin Haddadpour, Mahdi Jafari Siavoshani, Mayank Bakshi, and Sidharth Jaggi, “On Avcs with Quadratic Constraints”, IEEE International Symposium on Information Theory (ISIT 2013).
  9. Farzin Haddadpour, Mohammad Hossein Yassaee, Mohammad Reza Aref, and Amin Gohari. “When is it possible to simulate a DMC channel from another?”, IEEE Information Theory Workshop (ITW 2013).
  10. Farzin Haddadpour, Mohammad Hossein Yassaee, Amin Gohari and Mohammad Reza Aref, “Coordination via a Relay”, IEEE International Symposium on Information Theory (ISIT 2012).

Journal

  1. Farzin Haddadpour, Mohammad Hossein Yassaee, Salman Beigi, Amin Gohari, and Mohammad Reza Aref. “Simulation of a Channel with Another Channel”, IEEE Transaction on Information Theory, 2016.
  2. Sanghamitra Dutta*, Mohammad Fahim*, Farzin Haddadpour*, Haewon Jeong*, Viveck Cadambe, Pulkit Grover, “On the optimal recovery threshold of coded matrix multiplication”, IEEE Transaction on Information Theory, 2019 (*: Equal contribution).
Preprint
  1. Farzin Haddadpour, Yaoqing Yang, Malhar Chaudhari, Viveck R. Cadambe, and Pulkit Grover. “Straggler-Resilient and Communication-Efficient Distributed Iterative Linear Solver.” arXiv:1806.06140 (2018), arXiv preprint.
  2. Farzin Haddadpour and Mehrdad Mahdavi, “On the Convergence of Local Descent Methods in Federated Learning”, arXiv:1910.14425, arXiv preprint.
  3. Mohammad Mahdi Kamani, Farzin Haddadpour, Rana Forsati, and Mehrdad Mahdavi, “Efficient Fair Principal Component Analysis”, Under review.
  4. Farzin Haddadpour, Belhal Karimi, Ping Li, and Xiaoyun Li. “Fedsketch: Communication-efficient and Private Federated Learning via Sketching.” arXiv preprint arXiv:2008.04975 (2020).