Publications

publications by categories in reversed chronological order. generated by jekyll-scholar.

2026

  1. TokenFlow: Responsive LLM Text Streaming Serving under Request Burst via Preemptive Scheduling
    Junyi Chen, Chuheng Du Du, Renyuan Liu, and 6 more authors
    In Proceedings of the 21st European Conference on Computer Systems (EuroSys), 2026

2025

  1. MURAL: A Multi-Resolution Anytime Framework for LiDAR Object Detection Deep Neural Networks
    Ahmet Soyyigit, Shuochao Yao, and Heechul Yun
    In 2025 IEEE 31st International Conference on Embedded and Real-Time Computing Systems and Applications (RTCSA), 2025
  2. DAF: An Efficient End-to-End Dynamic Activation Framework for on-Device DNN Training
    Renyuan Liu, Yuyang Leng, Kaiyan Liu, and 4 more authors
    In Proceedings of the 23rd ACM International Conference on Mobile Systems, Applications, and Services (MobiSys), 2025
  3. Better Reliability Compression: Model Pruning with Calibrated Uncertainty Estimation for Mobile Deep Learning Applications
    Runyu Ma, Songqing Chen, and Shuochao Yao
    In 2025 IEEE 3rd International Conference on Mobility, Operations, Services and Technologies (MOST), 2025
  4. On-Device Dynamic DNN Inference through Spatial Sparsity Exploitation
    Renyuan Liu, Yuyang Leng, Shilei Tian, and 3 more authors
    GetMobile: Mobile Computing and Communications, 2025

2024

  1. Taming algorithmic priority inversion in mission-critical perception pipelines
    Shengzhong Liu, Shuochao Yao, Xinzhe Fu, and 6 more authors
    Communications of the ACM, 2024
  2. VALO: a versatile anytime framework for LiDAR-based object detection deep neural networks
    Ahmet Soyyigit, Shuochao Yao, and Heechul Yun
    IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (also in EMSOFT), 2024
  3. DynaSpa: Exploiting Spatial Sparsity for Efficient Dynamic DNN Inference on Devices
    Renyuan Liu, Yuyang Leng, Shilei Tian, and 3 more authors
    In Proceedings of the 22nd ACM Conference on Embedded Networked Sensor Systems (SenSys), 2024

2023

  1. A Unified Knowledge Distillation Framework for Deep Directed Graphical Models
    Yizhuo Chen, Kaizhao Liang, Zhe Zeng, and 2 more authors
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023
  2. Generalized self-cueing real-time attention scheduling with intermittent inspection and image resizing
    Shengzhong Liu, Xinzhe Fu, Yigong Hu, and 5 more authors
    Real-Time Systems, 2023
  3. Scaleflow: Efficient deep vision pipeline with closed-loop scale-adaptive inference
    Yuyang Leng, Renyuan Liu, Hongpeng Guo, and 2 more authors
    In Proceedings of the 31st ACM International Conference on Multimedia, 2023
  4. Neural Network Models for Time Series Data
    Shuochao Yao and Tarek Abdelzaher
    In Artificial Intelligence for Edge Computing, 2023
  5. Model compression for edge computing
    Shuochao Yao and Tarek Abdelzaher
    In Artificial Intelligence for Edge Computing, 2023

2022

  1. Semi-supervised hypergraph node classification on hypergraph line expansion
    Chaoqi Yang, Ruijie Wang, Shuochao Yao, and 1 more author
    In Proceedings of the 31st ACM international conference on information & knowledge management, 2022
  2. Self-cueing real-time attention scheduling in criticality-aware visual machine perception
    Shengzhong Liu, Xinzhe Fu, Maggie Wigness, and 4 more authors
    In 2022 IEEE 28th Real-Time and Embedded Technology and Applications Symposium (RTAS), 2022
  3. Anytime-Lidar: Deadline-aware 3D object detection
    Ahmet Soyyigit, Shuochao Yao, and Heechul Yun
    In 2022 IEEE 28th International Conference on Embedded and Real-Time Computing Systems and Applications (RTCSA), 2022
  4. Exploring spherical autoencoder for spherical video content processing
    Jin Zhou, Na Li, Yao Liu, and 2 more authors
    In MM’22: Proceedings of the 30th ACM International Conference on Multimedia, 2022

2021

  1. ControlVAE: Tuning, analytical properties, and performance analysis
    Huajie Shao, Zhisheng Xiao, Shuochao Yao, and 6 more authors
    IEEE transactions on pattern analysis and machine intelligence, 2021
  2. CrossRoI: Cross-camera region of interest optimization for efficient real time video analytics at scale
    Hongpeng Guo, Shuochao Yao, Zhe Yang, and 2 more authors
    In Proceedings of the 12th ACM Multimedia Systems Conference, 2021
  3. Dydiff-vae: A dynamic variational framework for information diffusion prediction
    Ruijie Wang, Zijie Huang, Shengzhong Liu, and 7 more authors
    In Proceedings of the 44th International ACM SIGIR Conference on Research and Development in Information Retrieval, 2021
  4. Simulating Online Social Response: A Stimulus/Response Perspective
    Huajie Shao, Tarek Abdelzaher, Jiawei Han, and 8 more authors
    In 2021 Winter Simulation Conference (WSC), 2021
  5. Deep compressive offloading: Speeding up edge offloading for AI services
    Shuochao Yao, Jinyang Li, Dongxin Liu, and 4 more authors
    GetMobile: Mobile Computing and Communications, 2021
  6. On orthogonality constraints for transformers
    Aston Zhang, Alvin Chan, Yi Tay, and 6 more authors
    In Proceedings of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing, 2021
  7. Real-time task scheduling for machine perception in intelligent cyber-physical systems
    Shengzhong Liu, Shuochao Yao, Xinzhe Fu, and 7 more authors
    IEEE Transactions on Computers, 2021
  8. Contrastive self-supervised representation learning for sensing signals from the time-frequency perspective
    Dongxin Liu, Tianshi Wang, Shengzhong Liu, and 3 more authors
    In 2021 International Conference on Computer Communications and Networks (ICCCN), 2021
  9. Audio keyword reconstruction from on-device motion sensor signals via neural frequency unfolding
    Tianshi Wang, Shuochao Yao, Shengzhong Liu, and 5 more authors
    Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 2021
  10. Computational modeling of hierarchically polarized groups by structured matrix factorization
    Dachun Sun, Chaoqi Yang, Jinyang Li, and 7 more authors
    Frontiers in big Data, 2021
  11. Towards an accurate latency model for convolutional neural network layers on gpus
    Jinyang Li, Runyu Ma, Vikram Sharma Mailthody, and 5 more authors
    In MILCOM 2021-2021 IEEE Military Communications Conference (MILCOM), 2021

2020

  1. Multiscale online media simulation with socialcube
    Tarek Abdelzaher, Jiawei Han, Yifan Hao, and 8 more authors
    Computational and Mathematical Organization Theory, 2020
  2. Five challenges in cloud-enabled intelligence and control
    Tarek Abdelzaher, Yifan Hao, Kasthuri Jayarajah, and 5 more authors
    ACM Transactions on Internet Technology (TOIT), 2020
  3. Disentangling overlapping beliefs by structured matrix factorization
    Chaoqi Yang, Jinyang Li, Ruijie Wang, and 6 more authors
    arXiv e-prints, pp. arXiv–2002, 2020
  4. DeepMV: Multi-view deep learning for device-free human activity recognition
    Hongfei Xue, Wenjun Jiang, Chenglin Miao, and 6 more authors
    Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 2020
  5. Giobalfusion: A global attentional deep learning framework for multisensor information fusion
    Shengzhong Liu, Shuochao Yao, Jinyang Li, and 4 more authors
    Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 2020
  6. Revisiting over-smoothing in deep GCNs
    Chaoqi Yang, Ruijie Wang, Shuochao Yao, and 2 more authors
    arXiv preprint arXiv:2003.13663, 2020
  7. paper2repo: GitHub repository recommendation for academic papers
    Huajie Shao, Dachun Sun, Jiahao Wu, and 7 more authors
    In Proceedings of The Web Conference 2020, 2020
  8. Truth discovery with multi-modal data in social sensing
    Huajie Shao, Dachun Sun, Shuochao Yao, and 6 more authors
    IEEE Transactions on Computers, 2020
  9. Handling missing sensors in topology-aware iot applications with gated graph neural network
    Shengzhong Liu, Shuochao Yao, Yifei Huang, and 8 more authors
    Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 2020
  10. Dynamicvae: Decoupling reconstruction error and disentangled representation learning
    Huajie Shao, Haohong Lin, Qinmin Yang, and 3 more authors
    arXiv preprint arXiv:2009.06795, 2020
  11. Scheduling real-time deep learning services as imprecise computations
    Shuochao Yao, Yifan Hao, Yiran Zhao, and 6 more authors
    In 2020 IEEE 26th international conference on embedded and real-time computing systems and applications (RTCSA), 2020
  12. Misinformation detection and adversarial attack cost analysis in directional social networks
    Huajie Shao, Shuochao Yao, Andong Jing, and 7 more authors
    In 2020 29th International Conference on Computer Communications and Networks (ICCCN), 2020
  13. On removing algorithmic priority inversion from mission-critical machine inference pipelines
    Shengzhong Liu, Shuochao Yao, Xinzhe Fu, and 6 more authors
    In 2020 IEEE Real-Time Systems Symposium (RTSS), 2020
  14. Controlvae: Controllable variational autoencoder
    Huajie Shao, Shuochao Yao, Dachun Sun, and 5 more authors
    In International conference on machine learning, 2020
  15. Deep compressive offloading: Speeding up neural network inference by trading edge computation for network latency
    Shuochao Yao, Jinyang Li, Dongxin Liu, and 4 more authors
    In Proceedings of the 18th conference on embedded networked sensor systems, 2020
  16. Hierarchical overlapping belief estimation by structured matrix factorization
    Chaoqi Yang, Jinyang Li, Ruijie Wang, and 6 more authors
    In 2020 IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM), 2020
  17. Revisit oversmoothing in deep GCNs
    Chaoqi Yang, Ruijie Wang, Shuochao Yao, and 2 more authors
    Journal of Environmental Sciences (China) English Ed, 2020
  18. AMVP: Adaptive CNN-based multitask video processing on mobile stream processing platforms
    Mengyuan Chao, Radu Stoleru, Liuyi Jin, and 3 more authors
    In 2020 IEEE/ACM Symposium on Edge Computing (SEC), 2020

2019

  1. STFNets: Learning sensing signals from the time-frequency perspective with short-time fourier neural networks
    Shuochao Yao, Ailing Piao, Wenjun Jiang, and 8 more authors
    In The World Wide Web Conference, 2019
  2. A latent hawkes process model for event clustering and temporal dynamics learning with applications in github
    Shengzhong Liu, Shuochao Yao, Dongxin Liu, and 4 more authors
    In 2019 IEEE 39th International Conference on Distributed Computing Systems (ICDCS), 2019
  3. Dependable machine intelligence at the tactical edge
    Archan Misra, Kasthuri Jayarajah, Dulanga Weerakoon, and 3 more authors
    In Artificial Intelligence and Machine Learning for Multi-Domain Operations Applications, 2019
  4. DeepFusion: A deep learning framework for the fusion of heterogeneous sensory data
    Hongfei Xue, Wenjun Jiang, Chenglin Miao, and 8 more authors
    In Proceedings of the Twentieth ACM International Symposium on Mobile Ad Hoc Networking and Computing, 2019
  5. Sadeepsense: Self-attention deep learning framework for heterogeneous on-device sensors in internet of things applications
    Shuochao Yao, Yiran Zhao, Huajie Shao, and 7 more authors
    In IEEE INFOCOm 2019-IEEE conference on computer communications, 2019
  6. Greenroute: a generalizable fuel-saving vehicular navigation service
    Yiran Zhao, Shuochao Yao, Dongxin Liu, and 2 more authors
    In 2019 IEEE International Conference on Autonomic Computing (ICAC), 2019
  7. Simulation evaluation of fuel-saving systems in the city of Chicago
    Yiran Zhao, Shuochao Yao, Dongxin Liu, and 3 more authors
    In 2019 28th International Conference on Computer Communication and Networks (ICCCN), 2019
  8. Eugene: Towards deep intelligence as a service
    Shuochao Yao, Yifan Hao, Yiran Zhao, and 8 more authors
    In 2019 IEEE 39th International Conference on Distributed Computing Systems (ICDCS), 2019
  9. Stardust: A deep learning serving system in IoT: Demo abstract
    Shuochao Yao, Tianshi Wang, Jinyang Li, and 1 more author
    In Proceedings of the 17th Conference on Embedded Networked Sensor Systems, 2019
  10. Unsupervised fact-finding with multi-modal data in social sensing
    Huajie Shao, Shuochao Yao, Yiran Zhao, and 6 more authors
    In 2019 22th International Conference on Information Fusion (FUSION), 2019

2018

  1. Rdeepsense: Reliable deep mobile computing models with uncertainty estimations
    Shuochao Yao, Yiran Zhao, Huajie Shao, and 4 more authors
    Proceedings of the ACM on interactive, mobile, wearable and ubiquitous technologies, 2018
  2. Athena: Towards decision-centric anticipatory sensor information delivery
    Jongdeog Lee, Kelvin Marcus, Tarek Abdelzaher, and 8 more authors
    Journal of Sensor and Actuator Networks, 2018
  3. A spherical hidden Markov model for semantics-rich human mobility modeling
    Wanzheng Zhu, Chao Zhang, Shuochao Yao, and 2 more authors
    In Proceedings of the AAAI conference on artificial intelligence, 2018
  4. Codrive: Cooperative driving scheme for vehicles in urban signalized intersections
    Yiran Zhao, Shuochao Yao, Huajie Shao, and 1 more author
    In 2018 ACM/IEEE 9th International Conference on Cyber-Physical Systems (ICCPS), 2018
  5. Deep learning for the internet of things
    Shuochao Yao, Yiran Zhao, Aston Zhang, and 5 more authors
    Computer, 2018
  6. De facto diagnosis specialties: R ecognition and discovery
    Aston Zhang, Xun Lu, Carl A Gunter, and 7 more authors
    Learning Health Systems, 2018
  7. Qualitydeepsense: Quality-aware deep learning framework for internet of things applications with sensor-temporal attention
    Shuochao Yao, Yiran Zhao, Shaohan Hu, and 1 more author
    In Proceedings of the 2nd International Workshop on Embedded and Mobile Deep Learning, 2018
  8. A constrained maximum likelihood estimator for unguided social sensing
    Huajie Shao, Shuochao Yao, Yiran Zhao, and 5 more authors
    In IEEE INFOCOM 2018-IEEE Conference on Computer Communications, 2018
  9. ApDeepsense: Deep learning uncertainty estimation without the pain for iot applications
    Shuochao Yao, Yiran Zhao, Huajie Shao, and 6 more authors
    In 2018 IEEE 38th International Conference on Distributed Computing Systems (ICDCS), 2018
  10. Towards environment independent device free human activity recognition
    Wenjun Jiang, Chenglin Miao, Fenglong Ma, and 8 more authors
    In Proceedings of the 24th annual international conference on mobile computing and networking, 2018
  11. SenseGAN: Enabling deep learning for internet of things with a semi-supervised framework
    Shuochao Yao, Yiran Zhao, Huajie Shao, and 7 more authors
    Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 2018
  12. Fastdeepiot: Towards understanding and optimizing neural network execution time on mobile and embedded devices
    Shuochao Yao, Yiran Zhao, Huajie Shao, and 4 more authors
    In Proceedings of the 16th ACM Conference on Embedded Networked Sensor Systems, 2018
  13. A predictive self-configuring simulator for online media
    Shuochao Yao, Yifan Hao, Dongxin Liu, and 7 more authors
    In 2018 Winter Simulation Conference (WSC), 2018

2017

  1. Deepsense: A unified deep learning framework for time-series mobile sensing data processing
    Shuochao Yao, Shaohan Hu, Yiran Zhao, and 2 more authors
    In Proceedings of the 26th international conference on world wide web, 2017
  2. Unveiling polarization in social networks: A matrix factorization approach
    Md Tanvir Al Amin, Charu Aggarwal, Shuochao Yao, and 2 more authors
    In IEEE INFOCOM 2017-IEEE Conference on Computer Communications, 2017
  3. Greendrive: A smartphone-based intelligent speed adaptation system with real-time traffic signal prediction
    Yiran Zhao, Shen Li, Shaohan Hu, and 5 more authors
    In Proceedings of the 8th International Conference on Cyber-Physical Systems, 2017
  4. DeepIoT: Compressing Deep Neural Network Structures for Sensing Systems with a Compressor-Critic Framework
    Shuochao Yao, Yiran Zhao, Aston Zhang, and 2 more authors
    In SenSys ’17 Proceedings of the 15th ACM Conference on Embedded Network Sensor Systems, 2017
  5. Unsupervised Fill-level Estimation for Smart Trash Removal Systems.
    Yiran Zhao, Shuochao Yao, Shen Li, and 3 more authors
    In EWSN, 2017
  6. Optimizing source selection in social sensing in the presence of influence graphs
    Huajie Shao, Shiguang Wang, Shen Li, and 5 more authors
    In 2017 IEEE 37th International Conference on Distributed Computing Systems (ICDCS), 2017
  7. Decision-driven execution: A distributed resource management paradigm for the age of iot
    Tarek Abdelzaher, Md Tanvir A Amin, Amotz Bar-Noy, and 8 more authors
    In 2017 IEEE 37th International Conference on Distributed Computing Systems (ICDCS), 2017
  8. VibeBin: A vibration-based waste bin level detection system
    Yiran Zhao, Shuochao Yao, Shen Li, and 3 more authors
    Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 2017
  9. On the improvement of classifying EEG recordings using neural networks
    Yiran Zhao, Shuochao Yao, Shaohan Hu, and 5 more authors
    In 2017 IEEE International Conference on Big Data (Big Data), 2017

2016

  1. Recursive ground truth estimator for social data streams
    Shuochao Yao, Md Tanvir Amin, Lu Su, and 8 more authors
    In 2016 15th ACM/IEEE International Conference on Information Processing in Sensor Networks (IPSN), 2016
  2. An experimental evaluation of datacenter workloads on low-power embedded micro servers
    Yiran Zhao, Shen Li, Shaohan Hu, and 4 more authors
    Proceedings of the VLDB Endowment 9, no. 9 (2016): 696-707., 2016
  3. On source dependency models for reliable social sensing: Algorithms and fundamental error bounds
    Shuochao Yao, Shaohan Hu, Shen Li, and 5 more authors
    In 2016 IEEE 36th international conference on distributed computing systems (ICDCS), 2016
  4. Impacts of social relationships and inhomogeneous node distribution on the network performance
    Kechen Zheng, Jinbei Zhang, Shuochao Yao, and 3 more authors
    IEEE Transactions on Wireless Communications, 2016
  5. Optimal capacity–delay tradeoff in MANETs with correlation of node mobility
    Riheng Jia, Feng Yang, Shuochao Yao, and 4 more authors
    IEEE Transactions on Vehicular Technology, 2016

2015

  1. Scalable social sensing of interdependent phenomena
    Shiguang Wang, Lu Su, Shen Li, and 6 more authors
    In Proceedings of the 14th international conference on information processing in sensor networks, 2015
  2. On exploiting logical dependencies for minimizing additive cost metrics in resource-limited crowdsensing
    Shaohan Hu, Shen Li, Shuochao Yao, and 4 more authors
    In 2015 International Conference on Distributed Computing in Sensor Systems, 2015
  3. Data acquisition for real-time decision-making under freshness constraints
    Shaohan Hu, Shuochao Yao, Haiming Jin, and 8 more authors
    In 2015 IEEE Real-Time Systems Symposium, 2015
  4. Social signal processing for real-time situational understanding: A vision and approach
    Kasthuri Jayarajah, Shuochao Yao, Raghava Mutharaju, and 5 more authors
    In 2015 IEEE 12th International Conference on Mobile Ad Hoc and Sensor Systems, 2015

2014

  1. Delay-throughput tradeoff with correlated mobility of ad-hoc networks
    Shuochao Yao, Xinbing Wang, Xiaohua Tian, and 1 more author
    In IEEE INFOCOM 2014-IEEE Conference on Computer Communications, 2014