A. Reisizadeh, I. Tziotis, H. Hassani, A. Mokhtari, R. Pedarsani, “Straggler-Resilient Federated Learning: Leveraging the Interplay Between Statistical Accuracy and System Heterogeneity”, Submitted.
A. Reisizadeh*, S. Prakash*, R. Pedarsani, S. Avestimehr, “CodedReduce: A Fast and Robust Framework for Gradient Aggregation in Distributed Learning”, Submitted.
A. Reisizadeh*, F. Farnia*, R. Pedarsani, A. Jadbabaie, “Robust Federated Learning: The Case of Affine Distribution Shifts”, Advances in Neural Information Processing Systems (NeurIPS), 2020. [paper] [poster]
A. Reisizadeh, A. Mokhtari, H. Hassani, A. Jadbabaie, R. Pedarsani, “FedPAQ: A Communication-Efficient Federated Learning Method with Periodic Averaging and Quantization”, International Conference on Artificial Intelligence and Statistics (AISTATS), 2020. [paper]
A. Reisizadeh, H. Taheri, A. Mokhtari, H. Hassani, R. Pedarsani, “Robust and Communication-Efficient Collaborative Learning”, Advances in Neural Information Processing Systems (NeurIPS), 2019. [paper] [poster]
A. Reisizadeh, A. Mokhtari, H. Hassani, R. Pedarsani, “An Exact Quantized Decentralized Gradient Descent Algorithm”, IEEE Transactions on Signal Processing (TSP), 2019. [paper]
A. Reisizadeh, A. Mokhtari, H. Hassani, R. Pedarsani, “Quantized Decentralized Consensus Optimization”, IEEE Conference on Decision and Control (CDC), 2018. [paper]
A. Reisizadeh, S. Prakash, R. Pedarsani, S. Avestimehr, “Coded Computation over Heterogeneous Clusters”, IEEE Transactions on Information Theory (TIT), 2019. [paper]
S. Prakash*, A. Reisizadeh*, R. Pedarsani, S. Avestimehr, “Coded Computing for Distributed Graph Analytics”, IEEE Transactions on Information Theory (TIT), 2020. [paper]
A. Reisizadeh*, S. Prakash*, R. Pedarsani, S. Avestimehr, “Tree Gradient Coding”, IEEE International Symposium on Information Theory (ISIT), 2019. [paper]
A. Reisizadeh, S. Prakash, R. Pedarsani, S. Avestimehr, “Coded Computation over Heterogeneous Clusters”, IEEE International Symposium on Information Theory (ISIT), 2017. [paper]
S. Prakash*, A. Reisizadeh*, R. Pedarsani, S. Avestimehr, “Hierarchical Coded Gradient Aggregation for Learning at the Edge”, IEEE International Symposium on Information Theory (ISIT), 2020. [paper]
S. Prakash*, A. Reisizadeh*, R. Pedarsani, S. Avestimehr, “Coded Computing for Distributed Graph Analytics”, IEEE International Symposium on Information Theory (ISIT), 2018. [paper]
A. Reisizadeh, R. Pedarsani, “Latency Analysis of Coded Computation Schemes over Wireless Networks”, Allerton Conference on Communication, Control, and Computing, 2017. [paper]
A. Reisizadeh, P. Abdalla, R. Pedarsani, “Sub-linear Time Stochastic Threshold Group Testing via Sparse-Graph Codes”, Information Theory Workshop (ITW), 2018. [paper]
P. Abdalla, A. Reisizadeh, R. Pedarsani, “Multilevel Group Testing via Sparse-graph Codes”, Asilomar Conference on Signals, Systems, and Computers, 2017. [paper]
B. Amiri, A. Reisizadeh, H. Esfahanizadeh, J. Kliewer, and L. Dolecek, “Optimized Design of Finite-Length Spatially-Coupled Codes: An Absorbing Set-Based Analysis”, IEEE Transactions on Communications (TCOMM), 2016. [paper]
A. Reisizadeh, C. Schoeny, C.-Y. Tsai, and L. Dolecek, “Approximate File Synchronization: Upper Bounds and Interactive Algorithms”, Information Theory Workshop (ITW), 2016. [paper]
B. Amiri, A. Reisizadeh, J. Kliewer, and L. Dolecek, “Optimized Array-Based Spatially-Coupled LDPC Codes: An Absorbing Set Approach”, IEEE International Symposium on Information Theory (ISIT), 2015. [paper]
*:Equal Contribution