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FedRule: Federated Rule Recommendation System with Graph Neural Networks


Nov 13, 2022
Yuhang Yao, Mohammad Mahdi Kamani, Zhongwei Cheng, Lin Chen, Carlee Joe-Wong, Tianqiang Liu


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Learning Distributionally Robust Models at Scale via Composite Optimization


Mar 17, 2022
Farzin Haddadpour, Mohammad Mahdi Kamani, Mehrdad Mahdavi, Amin Karbasi

* Accepted to ICLR2022 as a conference paper. International Conference on Learning Representations (2022) 

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Adaptive Distillation: Aggregating Knowledge from Multiple Paths for Efficient Distillation


Oct 24, 2021
Sumanth Chennupati, Mohammad Mahdi Kamani, Zhongwei Cheng, Lin Chen

* Accepted to BMVC 2021 for publication. V2. Added more results for ImageNet-1K 

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Pareto Efficient Fairness in Supervised Learning: From Extraction to Tracing


Apr 04, 2021
Mohammad Mahdi Kamani, Rana Forsati, James Z. Wang, Mehrdad Mahdavi


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Distributionally Robust Federated Averaging


Feb 25, 2021
Yuyang Deng, Mohammad Mahdi Kamani, Mehrdad Mahdavi

* Advances in Neural Information Processing Systems (NeurIPS), Vol. 33, 2020 
* Published in NeurIPS 2020: https://proceedings.neurips.cc/paper/2020/hash/ac450d10e166657ec8f93a1b65ca1b14-Abstract.html 

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Federated Learning with Compression: Unified Analysis and Sharp Guarantees


Jul 02, 2020
Farzin Haddadpour, Mohammad Mahdi Kamani, Aryan Mokhtari, Mehrdad Mahdavi

* 52 pages 

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Adaptive Personalized Federated Learning


Mar 30, 2020
Yuyang Deng, Mohammad Mahdi Kamani, Mehrdad Mahdavi


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Efficient Fair Principal Component Analysis


Nov 12, 2019
Mohammad Mahdi Kamani, Farzin Haddadpour, Rana Forsati, Mehrdad Mahdavi


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Local SGD with Periodic Averaging: Tighter Analysis and Adaptive Synchronization


Oct 30, 2019
Farzin Haddadpour, Mohammad Mahdi Kamani, Mehrdad Mahdavi, Viveck R. Cadambe

* Paper accepted to NeurIPS 2019 

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