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09/20/2023
Directional Source Separation for Robust Speech Recognition on Smart Glasses
Modern smart glasses leverage advanced audio sensing and machine learnin...
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03/30/2023
SynthVSR: Scaling Up Visual Speech Recognition With Synthetic Supervision
Recently reported state-of-the-art results in visual speech recognition ...
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11/03/2022
Streaming Audio-Visual Speech Recognition with Alignment Regularization
Recognizing a word shortly after it is spoken is an important requiremen...
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10/20/2022
Anchored Speech Recognition with Neural Transducers
Neural transducers have gained popularity in production ASR systems, ach...
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04/19/2022
An Investigation of Monotonic Transducers for Large-Scale Automatic Speech Recognition
The two most popular loss functions for streaming end-to-end automatic s...
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03/01/2022
Extended Graph Temporal Classification for Multi-Speaker End-to-End ASR
Graph-based temporal classification (GTC), a generalized form of the con...
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11/01/2021
Sequence Transduction with Graph-based Supervision
The recurrent neural network transducer (RNN-T) objective plays a major ...
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10/11/2021
Advancing Momentum Pseudo-Labeling with Conformer and Initialization Strategy
Pseudo-labeling (PL), a semi-supervised learning (SSL) method where a se...
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07/02/2021
Dual Causal/Non-Causal Self-Attention for Streaming End-to-End Speech Recognition
Attention-based end-to-end automatic speech recognition (ASR) systems ha...
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06/16/2021
Momentum Pseudo-Labeling for Semi-Supervised Speech Recognition
Pseudo-labeling (PL) has been shown to be effective in semi-supervised a...
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04/19/2021
Advanced Long-context End-to-end Speech Recognition Using Context-expanded Transformers
This paper addresses end-to-end automatic speech recognition (ASR) for l...
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04/07/2021
Capturing Multi-Resolution Context by Dilated Self-Attention
Self-attention has become an important and widely used neural network co...
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11/26/2020
Unsupervised Domain Adaptation for Speech Recognition via Uncertainty Driven Self-Training
The performance of automatic speech recognition (ASR) systems typically ...
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10/29/2020
Semi-Supervised Speech Recognition via Graph-based Temporal Classification
Semi-supervised learning has demonstrated promising results in automatic...
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02/14/2020
Unsupervised Speaker Adaptation using Attention-based Speaker Memory for End-to-End ASR
We propose an unsupervised speaker adaptation method inspired by the neu...
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01/08/2020