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Siyang Yuan

4 accepted papers

2022

Gradient Importance Learning for Incomplete Observations

ICLR 2022poster

Though recent works have developed methods that can generate estimates (or imputations) of the missing entries in a dataset to facilitate downstream analysis, most depend on assumptions that may not align with real-world applications and could suffer from poor performance in subsequent tasks such as…

2021

FairFil: Contrastive Neural Debiasing Method for Pretrained Text Encoders

ICLR 2021poster

Pretrained text encoders, such as BERT, have been applied increasingly in various natural language processing (NLP) tasks, and have recently demonstrated significant performance gains. However, recent studies have demonstrated the existence of social bias in these pretrained NLP models. Although pri…

Cited by 130SourcePDFScholar
2021

Graph Enhanced Query Rewriting for Spoken Language Understanding System

ICASSP 2021accepted

Query rewriting (QR) is an increasingly important component in voice assistant systems to reduce customer friction caused by errors in a spoken language understanding pipeline. These errors originate from various sources such as Automatic Speech Recognition (ASR) and Natural Language Understanding (…

Cited by 0SourceScholar
2021

Improving Zero-Shot Voice Style Transfer via Disentangled Representation Learning

ICLR 2021poster

Voice style transfer, also called voice conversion, seeks to modify one speaker's voice to generate speech as if it came from another (target) speaker. Previous works have made progress on voice conversion with parallel training data and pre-known speakers. However, zero-shot voice style transfer, w…

Cited by 75SourcePDFScholar