62 citations · 319 across the 16 of their papers we have counts for
4 papers · 1 filter
Similarity Analysis of Self-Supervised Speech Representations
Yu-An Chung, Yonatan Belinkov, James Glass
Self-supervised speech representation learning has recently been a prosperous research topic. Many algorithms have been proposed for learning useful representations from large-scal…
Vector-Quantized Autoregressive Predictive Coding
Yu-An Chung, Hao Tang, James Glass
Autoregressive Predictive Coding (APC), as a self-supervised objective, has enjoyed success in learning representations from large amounts of unlabeled data, and the learned repres…
Improved Speech Representations with Multi-Target Autoregressive Predictive Coding
Yu-An Chung, James Glass
Training objectives based on predictive coding have recently been shown to be very effective at learning meaningful representations from unlabeled speech. One example is Autoregres…
Generative Pre-Training for Speech with Autoregressive Predictive Coding
Yu-An Chung, James Glass
Learning meaningful and general representations from unannotated speech that are applicable to a wide range of tasks remains challenging. In this paper we propose to use autoregres…