Search Results for author: Muqiao Yang

Found 6 papers, 4 papers with code

M2Lens: Visualizing and Explaining Multimodal Models for Sentiment Analysis

no code implementations17 Jul 2021 Xingbo Wang, Jianben He, Zhihua Jin, Muqiao Yang, Yong Wang, Huamin Qu

Much research focuses on modeling the complex intra- and inter-modal interactions between different communication channels.

Multimodal Sentiment Analysis

Signal Transformer: Complex-valued Attention and Meta-Learning for Signal Recognition

no code implementations5 Jun 2021 Yihong Dong, Ying Peng, Muqiao Yang, Songtao Lu, Qingjiang Shi

Deep neural networks have been shown as a class of useful tools for addressing signal recognition issues in recent years, especially for identifying the nonlinear feature structures of signals.

Meta-Learning Time Series

Self-supervised Representation Learning with Relative Predictive Coding

1 code implementation ICLR 2021 Yao-Hung Hubert Tsai, Martin Q. Ma, Muqiao Yang, Han Zhao, Louis-Philippe Morency, Ruslan Salakhutdinov

This paper introduces Relative Predictive Coding (RPC), a new contrastive representation learning objective that maintains a good balance among training stability, minibatch size sensitivity, and downstream task performance.

Representation Learning Self-Supervised Learning

Complex Transformer: A Framework for Modeling Complex-Valued Sequence

1 code implementation22 Oct 2019 Muqiao Yang, Martin Q. Ma, Dongyu Li, Yao-Hung Hubert Tsai, Ruslan Salakhutdinov

While deep learning has received a surge of interest in a variety of fields in recent years, major deep learning models barely use complex numbers.

Music Transcription

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