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CrossRoI: Cross-camera Region of Interest Optimization for Efficient Real Time Video Analytics at Scale


May 13, 2021
Hongpeng Guo, Shuochao Yao, Zhe Yang, Qian Zhou, Klara Nahrstedt

* accepted in 12th ACM Multimedia Systems Conference (MMsys 21') 

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Scheduling Real-time Deep Learning Services as Imprecise Computations


Nov 02, 2020
Shuochao Yao, Yifan Hao, Yiran Zhao, Huajie Shao, Dongxin Liu, Shengzhong Liu, Tianshi Wang, Jinyang Li, Tarek Abdelzaher


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ControlVAE: Tuning, Analytical Properties, and Performance Analysis


Oct 31, 2020
Huajie Shao, Zhisheng Xiao, Shuochao Yao, Aston Zhang, Shengzhong Liu, Tarek Abdelzaher

* arXiv admin note: substantial text overlap with arXiv:2004.05988 

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A Spherical Hidden Markov Model for Semantics-Rich Human Mobility Modeling


Oct 05, 2020
Wanzheng Zhu, Chao Zhang, Shuochao Yao, Xiaobin Gao, Jiawei Han


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DynamicVAE: Decoupling Reconstruction Error and Disentangled Representation Learning


Sep 30, 2020
Huajie Shao, Haohong Lin, Qinmin Yang, Shuochao Yao, Han Zhao, Tarek Abdelzaher


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Challenging $β$-VAE with $β< 1$ for Disentanglement Via Dynamic Learning


Sep 15, 2020
Huajie Shao, Haohong Lin, Qinmin Yang, Shuochao Yao, Tarek Abdelzaher


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Hypergraph Learning with Line Expansion


May 24, 2020
Chaoqi Yang, Ruijie Wang, Shuochao Yao, Tarek Abdelzaher


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Controllable Variational Autoencoder


Apr 13, 2020
Huajie Shao, Shuochao Yao, Dachun Sun, Aston Zhang, Shengzhong Liu, Dongxin Liu, Jun Wang, Tarek Abdelzaher


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Revisiting "Over-smoothing" in Deep GCNs


Mar 30, 2020
Chaoqi Yang, Ruijie Wang, Shuochao Yao, Shengzhong Liu, Tarek Abdelzaher

* 19 pages, various figures, insightful analysis 

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Disentangling Overlapping Beliefs by Structured Matrix Factorization


Feb 13, 2020
Chaoqi Yang, Jinyang Li, Ruijie Wang, Shuochao Yao, Huajie Shao, Dongxin Liu, Shengzhong Liu, Tianshi Wang, Tarek F. Abdelzaher

* conference paper under review, 10 pages+1 reference 

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STFNets: Learning Sensing Signals from the Time-Frequency Perspective with Short-Time Fourier Neural Networks


Feb 21, 2019
Shuochao Yao, Ailing Piao, Wenjun Jiang, Yiran Zhao, Huajie Shao, Shengzhong Liu, Dongxin Liu, Jinyang Li, Tianshi Wang, Shaohan Hu, Lu Su, Jiawei Han, Tarek Abdelzaher


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FastDeepIoT: Towards Understanding and Optimizing Neural Network Execution Time on Mobile and Embedded Devices


Sep 19, 2018
Shuochao Yao, Yiran Zhao, Huajie Shao, Shengzhong Liu, Dongxin Liu, Lu Su, Tarek Abdelzaher

* Accepted by SenSys '18 

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DeepIoT: Compressing Deep Neural Network Structures for Sensing Systems with a Compressor-Critic Framework


Nov 22, 2017
Shuochao Yao, Yiran Zhao, Aston Zhang, Lu Su, Tarek Abdelzaher

* Published in SenSys2017. Code is available on https://github.com/yscacaca/DeepIoT 

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RDeepSense: Reliable Deep Mobile Computing Models with Uncertainty Estimations


Sep 09, 2017
Shuochao Yao, Yiran Zhao, Huajie Shao, Aston Zhang, Chao Zhang, Shen Li, Tarek Abdelzaher


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DeepSense: A Unified Deep Learning Framework for Time-Series Mobile Sensing Data Processing


Jul 02, 2017
Shuochao Yao, Shaohan Hu, Yiran Zhao, Aston Zhang, Tarek Abdelzaher

* Published in WWW2017. Code available on https://github.com/yscacaca/DeepSense 

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