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Yunfu Song

2 accepted papers

2020

Joint Stochastic Approximation and Its Application to Learning Discrete Latent Variable Models

UAI 2020poster

Although with progress in introducing auxiliary amortized inference models, learning discrete latent variable models is still challenging. In this paper, we show that the annoying difficulty of obtaining reliable stochastic gradients for the inference model and the drawback of indirectly optimizing…

2020

Upgrading CRFS to JRFS and its Benefits to Sequence Modeling and Labeling

ICASSP 2020accepted

Two important sequence tasks are sequence modeling and labeling. Sequence modeling involves determining the probabilities of sequences, e.g. language modeling. It is still difficult to improve language modeling with additional relevant tags, e.g. part-of-speech (POS) tags. For sequence labeling, it…

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