Multi-Stage Hybrid Federated Learning Over Large-Scale D2D-Enabled Fog Networks
Hosseinalipour, Seyyedali, Azam, Sheikh Shams, Brinton, Christopher G., Michelusi, Nicolo, Aggarwal, Vaneet, Love, David J., Dai, Huaiyu
Published in IEEE/ACM transactions on networking (01.08.2022)
Published in IEEE/ACM transactions on networking (01.08.2022)
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Journal Article
Federated Learning with Differential Privacy for End-to-End Speech Recognition
Pelikan, Martin, Sheikh Shams Azam, Feldman, Vitaly, Jan "Honza" Silovsky, Talwar, Kunal, Likhomanenko, Tatiana
Published in arXiv.org (29.09.2023)
Published in arXiv.org (29.09.2023)
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Paper
Journal Article
Recycling Model Updates in Federated Learning: Are Gradient Subspaces Low-Rank?
Sheikh Shams Azam, Hosseinalipour, Seyyedali, Qiu, Qiang, Brinton, Christopher
Published in arXiv.org (01.02.2022)
Published in arXiv.org (01.02.2022)
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Paper
Journal Article
Can we Generalize and Distribute Private Representation Learning?
Sheikh Shams Azam, Kim, Taejin, Hosseinalipour, Seyyedali, Joe-Wong, Carlee, Bagchi, Saurabh, Brinton, Christopher
Published in arXiv.org (30.01.2022)
Published in arXiv.org (30.01.2022)
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Paper
Journal Article
Multi-Stage Hybrid Federated Learning over Large-Scale D2D-Enabled Fog Networks
Hosseinalipour, Seyyedali, Sheikh Shams Azam, Brinton, Christopher G, Michelusi, Nicolo, Aggarwal, Vaneet, Love, David J, Dai, Huaiyu
Published in arXiv.org (12.01.2022)
Published in arXiv.org (12.01.2022)
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Paper
Journal Article
Semi-Decentralized Federated Learning with Cooperative D2D Local Model Aggregations
Frank Po-Chen Lin, Hosseinalipour, Seyyedali, Sheikh Shams Azam, Brinton, Christopher G, Michelusi, Nicolo
Published in arXiv.org (30.09.2021)
Published in arXiv.org (30.09.2021)
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Paper
Journal Article
Federated Learning Beyond the Star: Local D2D Model Consensus with Global Cluster Sampling
Frank Po-Chen Lin, Hosseinalipour, Seyyedali, Sheikh Shams Azam, Brinton, Christopher G, Michelusi, Nicolò
Published in arXiv.org (12.09.2021)
Published in arXiv.org (12.09.2021)
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Paper
Journal Article
Q-Map: Clinical Concept Mining from Clinical Documents
Sheikh Shams Azam, Raju, Manoj, Pagidimarri, Venkatesh, Kasivajjala, Vamsi
Published in arXiv.org (16.07.2018)
Published in arXiv.org (16.07.2018)
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Paper
Journal Article
Importance of Smoothness Induced by Optimizers in FL4ASR: Towards Understanding Federated Learning for End-to-End ASR
Azam, Sheikh Shams, Likhomanenko, Tatiana, Pelikan, Martin, Silovsky, Jan "Honza"
Year of Publication 22.09.2023
Year of Publication 22.09.2023
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Journal Article
Federated Learning Beyond the Star: Local D2D Model Consensus with Global Cluster Sampling
Lin, Frank Po-Chen, Hosseinalipour, Seyyedali, Azam, Sheikh Shams, Brinton, Christopher G., Michelusi, Nicolo
Published in 2021 IEEE Global Communications Conference (GLOBECOM) (01.12.2021)
Published in 2021 IEEE Global Communications Conference (GLOBECOM) (01.12.2021)
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