Search Results for author: Pooyan Safari

Found 6 papers, 2 papers with code

Privacy-Preserving Distributed Learning Framework for 6G Telecom Ecosystems

no code implementations17 Aug 2020 Pooyan Safari, Behnam Shariati, Johannes Karl Fischer

We present a privacy-preserving distributed learning framework for telecom ecosystems in the 6G-era that enables the vision of shared ownership and governance of ML models, while protecting the privacy of the data owners.

Management Privacy Preserving

Self-attention encoding and pooling for speaker recognition

no code implementations3 Aug 2020 Pooyan Safari, Miquel India, Javier Hernando

On the other hand, self-attention networks based on Transformer architecture have attracted remarkable interests due to their high parallelization capabilities and strong performance on a variety of Natural Language Processing (NLP) applications.

Speaker Recognition Text-Independent Speaker Verification

Double Multi-Head Attention for Speaker Verification

1 code implementation26 Jul 2020 Miquel India, Pooyan Safari, Javier Hernando

In this paper we present Double Multi-Head Attention pooling, which extends our previous approach based on Self Multi-Head Attention.

Audio and Speech Processing Sound

Self Multi-Head Attention for Speaker Recognition

no code implementations24 Jun 2019 Miquel India, Pooyan Safari, Javier Hernando

Most state-of-the-art Deep Learning (DL) approaches for speaker recognition work on a short utterance level.

Speaker Recognition

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