activity
20182022
most citedPARP: Prune, Adjust and Re-Prune for Self-Supervised Speech Recognition

12 citations · 18 across the 9 of their papers we have counts for

collaborators

12 papers

cs.SD20221 cited

Simple and Effective Unsupervised Speech Synthesis

Alexander H. Liu, Cheng-I Jeff Lai, Wei-Ning Hsu +3

We introduce the first unsupervised speech synthesis system based on a simple, yet effective recipe. The framework leverages recent work in unsupervised speech recognition as well…

cs.SD2021

On the Interplay Between Sparsity, Naturalness, Intelligibility, and Prosody in Speech Synthesis

Cheng-I Jeff Lai, Erica Cooper, Yang Zhang +8

Are end-to-end text-to-speech (TTS) models over-parametrized? To what extent can these models be pruned, and what happens to their synthesis capabilities? This work serves as a sta…

cs.CV2021

Cross-Modal Discrete Representation Learning

Alexander H. Liu, SouYoung Jin, Cheng-I Jeff Lai +3

Recent advances in representation learning have demonstrated an ability to represent information from different modalities such as video, text, and audio in a single high-level emb…

cs.CL202112 cited

PARP: Prune, Adjust and Re-Prune for Self-Supervised Speech Recognition

Cheng-I Jeff Lai, Yang Zhang, Alexander H. Liu +7

Self-supervised speech representation learning (speech SSL) has demonstrated the benefit of scale in learning rich representations for Automatic Speech Recognition (ASR) with limit…

cs.CL2020

Non-Autoregressive Predictive Coding for Learning Speech Representations from Local Dependencies

Alexander H. Liu, Yu-An Chung, James Glass

Self-supervised speech representations have been shown to be effective in a variety of speech applications. However, existing representation learning methods generally rely on the…

cs.CL20202 cited

Worse WER, but Better BLEU? Leveraging Word Embedding as Intermediate in Multitask End-to-End Speech Translation

Shun-Po Chuang, Tzu-Wei Sung, Alexander H. Liu +1

Speech translation (ST) aims to learn transformations from speech in the source language to the text in the target language. Previous works show that multitask learning improves th…