no code implementations • 17 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.
no code implementations • 5 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.
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.
1 code implementation • 27 Jul 2020 • Qiqi Xiao, Jiaxu Zou, Muqiao Yang, Alex Gaudio, Kris Kitani, Asim Smailagic, Pedro Costa, Min Xu
Diabetic Retinopathy (DR) is a leading cause of blindness in working age adults.
1 code implementation • EMNLP 2020 • Yao-Hung Hubert Tsai, Martin Q. Ma, Muqiao Yang, Ruslan Salakhutdinov, Louis-Philippe Morency
The human language can be expressed through multiple sources of information known as modalities, including tones of voice, facial gestures, and spoken language.
1 code implementation • 22 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.
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