MixTailor: Mixed Gradient Aggregation for Robust Learning Against Tailored Attacks

Ramezani-Kebrya, Ali and Tabrizian, Iman and Faghri, Fartash and Popovski, Petar

Transactions on Machine Learning Research . 2022

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Co-location of Deep Learning Jobs in GPU Clusters

Tabrizian, Iman

Master Thesis . 2021

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Adaptive Gradient Quantization for Data-Parallel SGD

Faqri, Fartash and Tabrizian, Iman and Markov, Ilia and Alistarh, Dan and Roy, Daniel and Ramezani-Kebrya, Ali

Advances in Neural Information Processing Systems 33 . 2020

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Artificial Intelligence as a Service (AI-aaS) on Software-Defined Infrastructure

Parsaeefard, Saeedeh and Tabrizian, Iman and Leon-Garcia, Alberto

2019 IEEE Conference on Standards for Communications and Networking (CSCN) . 2019

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Representation of Federated Learning via Worst-Case Robust Optimization Theory

Parsaeefard, Saeedeh and Tabrizian, Iman and Leon-Garcia, Alberto

arXiv preprint arXiv:1912.05571 . 2019

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