Publications

Shuochao Yao, Jinyang Li, Dongxin Liu, Tianshi Wang, Shengzhong Liu, Huajie Shao, Tarek Abdelzaher (2020). Deep Compressive Offloading: Speeding up Neural Network Inference by Trading Edge Computation for Network Latency. Proceedings of the 18th Conference on Embedded Networked Sensor Systems.

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Shuochao Yao, Yifan Hao, Yiran Zhao, Huajie Shao, Dongxin Liu, Shengzhong Liu, Tianshi Wang, Jinyang Li, Tarek Abdelzaher (2020). Scheduling real-time deep learning services as imprecise computations. 2020 IEEE 26th International Conference on Embedded and Real-Time Computing Systems and Applications (RTCSA).

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Huajie Shao, Shuochao Yao, Dachun Sun, Aston Zhang, Shengzhong Liu, Dongxin Liu, Jun Wang, Tarek Abdelzaher (2020). ControlVAE: Controllable Variational Autoencoder. Proceedings of the 37th International Conference on Machine Learning (ICML).

Huajie Shao, Dachun Sun, Shuochao Yao, Lu Su, Zhibo Wang, Dongxin Liu, Shengzhong Liu, Lance Kaplan, Tarek Abdelzaher (2020). Truth Discovery with Multi-modal Data in Social Sensing. IEEE Transactions on Computers.

Huajie Shao, Dachun Sun, Jiahao Wu, Zecheng Zhang, Aston Zhang, Shuochao Yao, Shengzhong Liu, Tianshi Wang, Chao Zhang, Tarek Abdelzaher (2020). paper2repo: GitHub Repository Recommendation for Academic Papers. Proceedings of The Web Conference 2020.

Shengzhong Liu, Shuochao Yao, Jinyang Li, Dongxin Liu, Tianshi Wang, Huajie Shao, Tarek Abdelzaher (2020). GIobalFusion: A Global Attentional Deep Learning Framework for Multisensor Information Fusion. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies.

Tarek Abdelzaher, Yifan Hao, Kasthuri Jayarajah, Archan Misra, Per Skarin, Shuochao Yao, Dulanga Weerakoon, Karl-Erik Årzén (2020). Five challenges in cloud-enabled intelligence and control. ACM Transactions on Internet Technology (TOIT).

Hongfei Xue, Wenjun Jiang, Chenglin Miao, Fenglong Ma, Shiyang Wang, Ye Yuan, Shuochao Yao, Aidong Zhang, Lu Su (2020). DeepMV: Multi-View Deep Learning for Device-Free Human Activity Recognition. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies.

Tarek Abdelzaher, Jiawei Han, Yifan Hao, Andong Jing, Dongxin Liu, Shengzhong Liu, Hoang Hai Nguyen, David M Nicol, Huajie Shao, Tianshi Wang, others (2020). Multiscale online media simulation with SocialCube. Computational and Mathematical Organization Theory.

Shuochao Yao, Ailing Piao, Wenjun Jiang, Yiran Zhao, Huajie Shao, Shengzhong Liu, Dongxin Liu, Jinyang Li, Tianshi Wang, Shaohan Hu, others (2019). STFNets: Learning sensing signals from the time-frequency perspective with short-time fourier neural networks. The World Wide Web Conference.

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Huajie Shao, Shuochao Yao, Yiran Zhao, Lu Su, Zhibo Wang, Dongxin Liu, Shengzhong Liu, Lance Kaplan, Tarek Abdelzaher (2019). Unsupervised Fact-finding with Multi-modal Data in Social Sensing. 2019 22th International Conference on Information Fusion (FUSION).

Shuochao Yao, Tianshi Wang, Jinyang Li, Tarek Abdelzaher (2019). Stardust: A deep learning serving system in IoT: demo abstract. Proceedings of the 17th Conference on Embedded Networked Sensor Systems.

Yiran Zhao, Shuochao Yao, Dongxin Liu, Huajie Shao, Shengzhong Liu, Tarek Abdelzaher (2019). Simulation Evaluation of Fuel-Saving Systems in the City of Chicago. 2019 28th International Conference on Computer Communication and Networks (ICCCN).

Shuochao Yao, Yiran Zhao, Huajie Shao, Dongxin Liu, Shengzhong Liu, Yifan Hao, Ailing Piao, Shaohan Hu, Su Lu, Tarek F Abdelzaher (2019). SADeepSense: Self-Attention Deep Learning Framework for Heterogeneous On-Device Sensors in Internet of Things Applications. IEEE INFOCOM 2019-IEEE Conference on Computer Communications.

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Yiran Zhao, Shuochao Yao, Dongxin Liu, Huajie Shao, Shengzhong Liu (2019). GreenRoute: A Generalizable Fuel-Saving Vehicular Navigation Service. 2019 IEEE International Conference on Autonomic Computing (ICAC).

Shuochao Yao, Yifan Hao, Yiran Zhao, Ailing Piao, Huajie Shao, Dongxin Liu, Shengzhong Liu, Shaohan Hu, Dulanga Weerakoon, Kasthuri Jayarajah, others (2019). Eugene: Towards deep intelligence as a service. 2019 IEEE 39th International Conference on Distributed Computing Systems (ICDCS).

Archan Misra, Kasthuri Jayarajah, Dulanga Weerakoon, Randy Tandriansyah, Shuochao Yao, Tarek Abdelzaher (2019). Dependable machine intelligence at the tactical edge. Artificial Intelligence and Machine Learning for Multi-Domain Operations Applications.

Hongfei Xue, Wenjun Jiang, Chenglin Miao, Ye Yuan, Fenglong Ma, Xin Ma, Yijiang Wang, Shuochao Yao, Wenyao Xu, Aidong Zhang, others (2019). DeepFusion: A Deep Learning Framework for the Fusion of Heterogeneous Sensory Data. Proceedings of the Twentieth ACM International Symposium on Mobile Ad Hoc Networking and Computing.

Shengzhong Liu, Shuochao Yao, Dongxin Liu, Huajie Shao, Yiran Zhao, Xinzhe Fu, Tarek Abdelzaher (2019). A latent hawkes process model for event clustering and temporal dynamics learning with applications in GitHub. 2019 IEEE 39th International Conference on Distributed Computing Systems (ICDCS).

Shuochao Yao, Yiran Zhao, Huajie Shao, ShengZhong Liu, Dongxin Liu, Lu Su, Tarek Abdelzaher (2018). Fastdeepiot: Towards understanding and optimizing neural network execution time on mobile and embedded devices. SenSys ‘18 Proceedings of the 16th ACM Conference on Embedded Networked Sensor Systems.

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Shuochao Yao, Yiran Zhao, Huajie Shao, Chao Zhang, Aston Zhang, Shaohan Hu, Dongxin Liu, Shengzhong Liu, Lu Su, Tarek Abdelzaher (2018). SenseGAN: Enabling deep learning for internet of things with a semi-supervised framework. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies.

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Wenjun Jiang, Chenglin Miao, Fenglong Ma, Shuochao Yao, Yaqing Wang, Ye Yuan, Hongfei Xue, Chen Song, Xin Ma, Dimitrios Koutsonikolas, others (2018). Towards environment independent device free human activity recognition. Proceedings of the 24th Annual International Conference on Mobile Computing and Networking.

Shuochao Yao, Yiran Zhao, Huajie Shao, Aston Zhang, Chao Zhang, Shen Li, Tarek Abdelzaher (2018). Rdeepsense: Reliable deep mobile computing models with uncertainty estimations. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies.

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Shuochao Yao, Yiran Zhao, Shaohan Hu, Tarek Abdelzaher (2018). Qualitydeepsense: Quality-aware deep learning framework for internet of things applications with sensor-temporal attention. Proceedings of the 2nd International Workshop on Embedded and Mobile Deep Learning.

Shuochao Yao, Yiran Zhao, Aston Zhang, Shaohan Hu, Huajie Shao, Chao Zhang, Lu Su, Tarek Abdelzaher (2018). Deep learning for the internet of things. Computer.

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Aston Zhang, Xun Lu, Carl A Gunter, Shuochao Yao, Fangbo Tao, Rongda Zhu, Huan Gui, Daniel Fabbri, David Liebovitz, Bradley Malin (2018). De facto diagnosis specialties: R ecognition and discovery. Learning Health Systems.

Yiran Zhao, Shuochao Yao, Huajie Shao, Tarek Abdelzaher (2018). Codrive: cooperative driving scheme for vehicles in urban signalized intersections. 2018 ACM/IEEE 9th International Conference on Cyber-Physical Systems (ICCPS).

Jongdeog Lee, Kelvin Marcus, Tarek Abdelzaher, Md Tanvir A Amin, Amotz Bar-Noy, William Dron, Ramesh Govindan, Reginald Hobbs, Shaohan Hu, Jung-Eun Kim, others (2018). Athena: Towards decision-centric anticipatory sensor information delivery. Journal of Sensor and Actuator Networks.

Shuochao Yao, Yiran Zhao, Huajie Shao, Chao Zhang, Aston Zhang, Dongxin Liu, Shengzhong Liu, Lu Su, Tarek Abdelzaher (2018). ApDeepsense: Deep learning uncertainty estimation without the pain for iot applications. 2018 IEEE 38th International Conference on Distributed Computing Systems (ICDCS).

Wanzheng Zhu, Chao Zhang, Shuochao Yao, Xiaobin Gao, Jiawei Han (2018). A Spherical Hidden Markov Model for Semantics-Rich Human Mobility Modeling.. AAAI.

Shuochao Yao, Yifan Hao, Dongxin Liu, Shengzhong Liu, Huajie Shao, Jiahao Wu, Mouna Bamba, Tarek Abdelzaher, James Flamino, Boleslaw Szymanski (2018). A predictive self-configuring simulator for online media. 2018 Winter Simulation Conference (WSC).

Huajie Shao, Shuochao Yao, Yiran Zhao, Chao Zhang, Jinda Han, Lance Kaplan, Lu Su, Tarek Abdelzaher (2018). A constrained maximum likelihood estimator for unguided social sensing. IEEE INFOCOM 2018-IEEE Conference on Computer Communications.

Shuochao Yao, Shaohan Hu, Yiran Zhao, Aston Zhang, Tarek Abdelzaher (2017). Deepsense: A unified deep learning framework for time-series mobile sensing data processing. Proceedings of the 26th International Conference on World Wide Web.

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Shuochao Yao, Yiran Zhao, Aston Zhang, Lu Su, Tarek Abdelzaher (2017). DeepIoT: Compressing Deep Neural Network Structures for Sensing Systems with a Compressor-Critic Framework. SenSys ‘17 Proceedings of the 15th ACM Conference on Embedded Network Sensor Systems.

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Yiran Zhao, Shuochao Yao, Shen Li, Shaohan Hu, Huajie Shao, Tarek F Abdelzaher (2017). VibeBin: A vibration-based waste bin level detection system. Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies.

Md Tanvir Al Amin, Charu Aggarwal, Shuochao Yao, Tarek Abdelzaher, Lance Kaplan (2017). Unveiling polarization in social networks: A matrix factorization approach. IEEE INFOCOM 2017-IEEE Conference on Computer Communications.

Yiran Zhao, Shuochao Yao, Shen Li, Shaohan Hu, Huajie Shao, Tarek F Abdelzaher (2017). Unsupervised Fill-level Estimation for Smart Trash Removal Systems.. EWSN.

Huajie Shao, Shiguang Wang, Shen Li, Shuochao Yao, Yiran Zhao, Tanvir Amin, Tarek Abdelzaher, Lance Kaplan (2017). Optimizing source selection in social sensing in the presence of influence graphs. 2017 IEEE 37th International Conference on Distributed Computing Systems (ICDCS).

Yiran Zhao, Shuochao Yao, Shaohan Hu, Shiyu Chang, Raghu Ganti, Mudhakar Srivatsa, Shen Li, Tarek Abdelzaher (2017). On the improvement of classifying EEG recordings using neural networks. 2017 IEEE International Conference on Big Data (Big Data).

Yiran Zhao, Shen Li, Shaohan Hu, Lu Su, Shuochao Yao, Huajie Shao, Hongwei Wang, Tarek Abdelzaher (2017). Greendrive: A smartphone-based intelligent speed adaptation system with real-time traffic signal prediction. 2017 ACM/IEEE 8th International Conference on Cyber-Physical Systems (ICCPS).

Tarek Abdelzaher, Md Tanvir A Amin, Amotz Bar-Noy, William Dron, Ramesh Govindan, Reginald Hobbs, Shaohan Hu, Jung-Eun Kim, Jongdeog Lee, Kelvin Marcus, others (2017). Decision-driven execution: A distributed resource management paradigm for the age of iot. 2017 IEEE 37th International Conference on Distributed Computing Systems (ICDCS).

Shuochao Yao, Md Tanvir Amin, Lu Su, Shaohan Hu, Shen Li, Shiguang Wang, Yiran Zhao, Tarek Abdelzaher, Lance Kaplan, Charu Aggarwal, others (2016). Recursive ground truth estimator for social data streams. 2016 15th ACM/IEEE International Conference on Information Processing in Sensor Networks (IPSN).

Riheng Jia, Feng Yang, Shuochao Yao, Xiaohua Tian, Xinbing Wang, Wenjun Zhang, Jun Xu (2016). Optimal capacity--delay tradeoff in MANETs with correlation of node mobility. IEEE Transactions on Vehicular Technology.

Shuochao Yao, Shaohan Hu, Shen Li, Yiran Zhao, Lu Su, Lance Kaplan, Aylin Yener, Tarek Abdelzaher (2016). On source dependency models for reliable social sensing: Algorithms and fundamental error bounds. 2016 IEEE 36th international conference on distributed computing systems (ICDCS).

Kechen Zheng, Jinbei Zhang, Shuochao Yao, Weijie Wu, Xinbing Wang, Chunyi Peng (2016). Impacts of social relationships and inhomogeneous node distribution on the network performance. IEEE Transactions on Wireless Communications.

Yiran Zhao, Shen Li, Shaohan Hu, Hongwei Wang, Shuochao Yao, Huajie Shao, Tarek Abdelzaher (2016). An experimental evaluation of datacenter workloads on low-power embedded micro servers. Proceedings of the VLDB Endowment.

Kasthuri Jayarajah, Shuochao Yao, Raghava Mutharaju, Archan Misra, Geeth De Mel, Julie Skipper, Tarek Abdelzaher, Michael Kolodny (2015). Social signal processing for real-time situational understanding: A vision and approach. 2015 IEEE 12th International Conference on Mobile Ad Hoc and Sensor Systems.

Shiguang Wang, Lu Su, Shen Li, Shaohan Hu, Tanvir Amin, Hongwei Wang, Shuochao Yao, Lance Kaplan, Tarek Abdelzaher (2015). Scalable social sensing of interdependent phenomena. Proceedings of the 14th International Conference on Information Processing in Sensor Networks.

Shaohan Hu, Shen Li, Shuochao Yao, Lu Su, Ramesh Govindan, Reginald Hobbs, Tarek F Abdelzaher (2015). On exploiting logical dependencies for minimizing additive cost metrics in resource-limited crowdsensing. 2015 International Conference on Distributed Computing in Sensor Systems.

Shaohan Hu, Shuochao Yao, Haiming Jin, Yiran Zhao, Yitao Hu, Xiaochen Liu, Nooreddin Naghibolhosseini, Shen Li, Akash Kapoor, William Dron, others (2015). Data acquisition for real-time decision-making under freshness constraints. 2015 IEEE Real-Time Systems Symposium.

Shuochao Yao, Xinbing Wang, Xiaohua Tian, Qian Zhang (2014). Delay-throughput tradeoff with correlated mobility of ad-hoc networks. IEEE INFOCOM 2014-IEEE Conference on Computer Communications.