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Heterogeneous Ensemble Knowledge Transfer for Training Large Models in Federated Learning



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

* 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



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

* 13 Pages, 5 Figures, 8 Tables 

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Sequence-level self-learning with multiple hypotheses



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

* 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



Tae Jin Park , Kenichi Kumatani , Dimitrios Dimitriadis


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



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


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Dynamic Gradient Aggregation for Federated Domain Adaptation



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

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

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A Review of Speaker Diarization: Recent Advances with Deep Learning



Tae Jin Park , Naoyuki Kanda , Dimitrios Dimitriadis , Kyu J. Han , Shinji Watanabe , Shrikanth Narayanan


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Federated Transfer Learning with Dynamic Gradient Aggregation



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


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Advances in Online Audio-Visual Meeting Transcription



Takuya Yoshioka , Igor Abramovski , Cem Aksoylar , Zhuo Chen , Moshe David , Dimitrios Dimitriadis , Yifan Gong , Ilya Gurvich , Xuedong Huang , Yan Huang , Aviv Hurvitz , Li Jiang , Sharon Koubi , Eyal Krupka , Ido Leichter , Changliang Liu , Partha Parthasarathy , Alon Vinnikov , Lingfeng Wu , Xiong Xiao , Wayne Xiong , Huaming Wang , Zhenghao Wang , Jun Zhang , Yong Zhao , Tianyan Zhou

* To appear in Proc. IEEE ASRU Workshop 2019 

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Combining Acoustics, Content and Interaction Features to Find Hot Spots in Meetings



Dave Makhervaks , William Hinthorn , Dimitrios Dimitriadis , Andreas Stolcke

* Submitted to ICASSP 

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