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Federated Multilingual Models for Medical Transcript Analysis


Nov 04, 2022
Andre Manoel, Mirian Hipolito Garcia, Tal Baumel, Shize Su, Jialei Chen, Dan Miller, Danny Karmon, Robert Sim, Dimitrios Dimitriadis

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Efficient and Light-Weight Federated Learning via Asynchronous Distributed Dropout


Oct 28, 2022
Chen Dun, Mirian Hipolito, Chris Jermaine, Dimitrios Dimitriadis, Anastasios Kyrillidis

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Invariant Aggregator for Defending Federated Backdoor Attacks


Oct 04, 2022
Xiaoyang Wang, Dimitrios Dimitriadis, Sanmi Koyejo, Shruti Tople

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Distribution inference risks: Identifying and mitigating sources of leakage


Sep 18, 2022
Valentin Hartmann, Léo Meynent, Maxime Peyrard, Dimitrios Dimitriadis, Shruti Tople, Robert West

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* 14 pages, 8 figures 

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Heterogeneous Ensemble Knowledge Transfer for Training Large Models in Federated Learning


Apr 27, 2022
Yae Jee Cho, Andre Manoel, Gauri Joshi, Robert Sim, Dimitrios Dimitriadis

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* To appear in the proceedings of the 31st International Joint Conference on Artificial Intelligence (IJCAI 2022) 

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FLUTE: A Scalable, Extensible Framework for High-Performance Federated Learning Simulations


Mar 25, 2022
Dimitrios Dimitriadis, Mirian Hipolito Garcia, Daniel Madrigal Diaz, Andre Manoel, Robert Sim

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* 13 Pages, 5 Figures, 8 Tables 

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Sequence-level self-learning with multiple hypotheses


Dec 10, 2021
Kenichi Kumatani, Dimitrios Dimitriadis, Yashesh Gaur, Robert Gmyr, Sefik Emre Eskimez, Jinyu Li, Michael Zeng

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* Published in Interspeech 2020: https://www.isca-speech.org/archive_v0/Interspeech_2020/pdfs/2020.pdf 

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Tackling Dynamics in Federated Incremental Learning with Variational Embedding Rehearsal


Oct 19, 2021
Tae Jin Park, Kenichi Kumatani, Dimitrios Dimitriadis

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UserIdentifier: Implicit User Representations for Simple and Effective Personalized Sentiment Analysis


Oct 01, 2021
Fatemehsadat Mireshghallah, Vaishnavi Shrivastava, Milad Shokouhi, Taylor Berg-Kirkpatrick, Robert Sim, Dimitrios Dimitriadis

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Dynamic Gradient Aggregation for Federated Domain Adaptation


Jun 14, 2021
Dimitrios Dimitriadis, Kenichi Kumatani, Robert Gmyr, Yashesh Gaur, Sefik Emre Eskimez

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* arXiv admin note: substantial text overlap with arXiv:2008.02452 

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