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

Nov 01, 2020
Alexander H. Liu, Yu-An Chung, James Glass

* Preprint 

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Similarity Analysis of Self-Supervised Speech Representations

Oct 22, 2020
Yu-An Chung, Yonatan Belinkov, James Glass


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Semi-Supervised Speech-Language Joint Pre-Training for Spoken Language Understanding

Oct 05, 2020
Yu-An Chung, Chenguang Zhu, Michael Zeng


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Vector-Quantized Autoregressive Predictive Coding

May 17, 2020
Yu-An Chung, Hao Tang, James Glass


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Improved Speech Representations with Multi-Target Autoregressive Predictive Coding

Apr 11, 2020
Yu-An Chung, James Glass

* Accepted to ACL 2020 

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Clinical Text Summarization with Syntax-Based Negation and Semantic Concept Identification

Feb 29, 2020
Wei-Hung Weng, Yu-An Chung, Schrasing Tong


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Generative Pre-Training for Speech with Autoregressive Predictive Coding

Oct 23, 2019
Yu-An Chung, James Glass

* Code and pre-trained models are available at https://github.com/iamyuanchung/Autoregressive-Predictive-Coding 

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SummAE: Zero-Shot Abstractive Text Summarization using Length-Agnostic Auto-Encoders

Oct 02, 2019
Peter J. Liu, Yu-An Chung, Jie Ren

* first two authors contributed equally 

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Towards Transfer Learning for End-to-End Speech Synthesis from Deep Pre-Trained Language Models

Jun 17, 2019
Wei Fang, Yu-An Chung, James Glass


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An Unsupervised Autoregressive Model for Speech Representation Learning

Apr 05, 2019
Yu-An Chung, Wei-Ning Hsu, Hao Tang, James Glass


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Unsupervised Clinical Language Translation

Feb 04, 2019
Wei-Hung Weng, Yu-An Chung, Peter Szolovits

* 18 pages, 8 tables, 2 figures 

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Towards Unsupervised Speech-to-Text Translation

Nov 04, 2018
Yu-An Chung, Wei-Hung Weng, Schrasing Tong, James Glass


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Unsupervised Cross-Modal Alignment of Speech and Text Embedding Spaces

Sep 20, 2018
Yu-An Chung, Wei-Hung Weng, Schrasing Tong, James Glass

* Accepted to NIPS 2018. v2 added the majority word baseline results and other minor fixes. arXiv admin note: text overlap with arXiv:1710.04087 by other authors 

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Semi-Supervised Training for Improving Data Efficiency in End-to-End Speech Synthesis

Aug 30, 2018
Yu-An Chung, Yuxuan Wang, Wei-Ning Hsu, Yu Zhang, RJ Skerry-Ryan


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Speech2Vec: A Sequence-to-Sequence Framework for Learning Word Embeddings from Speech

Jun 09, 2018
Yu-An Chung, James Glass

* Accepted to Interspeech 2018; camera-ready version. arXiv admin note: text overlap with arXiv:1711.01515 

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Supervised and Unsupervised Transfer Learning for Question Answering

Apr 21, 2018
Yu-An Chung, Hung-Yi Lee, James Glass

* To appear in NAACL HLT 2018 (long paper) 

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Learning Deep Representations of Medical Images using Siamese CNNs with Application to Content-Based Image Retrieval

Dec 27, 2017
Yu-An Chung, Wei-Hung Weng

* Presented in NIPS 2017 Workshop on Machine Learning for Health (ML4H); add retrieval results; fix typos 

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Learning Word Embeddings from Speech

Nov 05, 2017
Yu-An Chung, James Glass

* Accepted by Machine Learning for Audio Signal Processing (ML4Audio), 31st Conference on Neural Information Processing Systems (NIPS 2017) 

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libact: Pool-based Active Learning in Python

Oct 01, 2017
Yao-Yuan Yang, Shao-Chuan Lee, Yu-An Chung, Tung-En Wu, Si-An Chen, Hsuan-Tien Lin


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Cost-Sensitive Deep Learning with Layer-Wise Cost Estimation

Nov 16, 2016
Yu-An Chung, Hsuan-Tien Lin


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Audio Word2Vec: Unsupervised Learning of Audio Segment Representations using Sequence-to-sequence Autoencoder

Jun 11, 2016
Yu-An Chung, Chao-Chung Wu, Chia-Hao Shen, Hung-Yi Lee, Lin-Shan Lee


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Cost-aware Pre-training for Multiclass Cost-sensitive Deep Learning

May 24, 2016
Yu-An Chung, Hsuan-Tien Lin, Shao-Wen Yang


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