Delay-throughput tradeoff with correlated mobility of ad-hoc networks. - Shuochao Yao; Xinbing Wang; Xiaohua Tian; Qian Zhang 001 (INFOCOM, 2014)

On Exploiting Logical Dependencies for Minimizing Additive Cost Metrics in Resource-Limited Crowdsensing. - Shaohan Hu; Shen Li 002; Shuochao Yao; Lu Su 001; Ramesh Govindan; Reginald L. Hobbs; Tarek F. Abdelzaher (DCOSS, 2015)

Scalable social sensing of interdependent phenomena. - Shiguang Wang; Lu Su 001; Shen Li 002; Shaohan Hu; Md. Tanvir Al Amin; Hongwei Wang; Shuochao Yao; Lance M. Kaplan; Tarek F. Abdelzaher (IPSN, 2015)

Social Signal Processing for Real-Time Situational Understanding: A Vision and Approach. - Kasthuri Jayarajah; Shuochao Yao; Raghava Mutharaju; Archan Misra; Geeth de Mel; Julie Skipper; Tarek F. Abdelzaher; Michael Kolodny (MASS, 2015)

Data Acquisition for Real-Time Decision-Making under Freshness Constraints. - Shaohan Hu; Shuochao Yao; Haiming Jin; Yiran Zhao 001; Yitao Hu; Xiaochen Liu; Nooreddin Naghibolhosseini; Shen Li 002; Akash Kapoor; William Dron; Lu Su 001; Amotz Bar-Noy; et al. (RTSS, 2015)

On Source Dependency Models for Reliable Social Sensing: Algorithms and Fundamental Error Bounds. - Shuochao Yao; Shaohan Hu; Shen Li 002; Yiran Zhao 001; Lu Su 001; Lance M. Kaplan; Aylin Yener; Tarek F. Abdelzaher (ICDCS, 2016)

Recursive Ground Truth Estimator for Social Data Streams. - Shuochao Yao; Md. Tanvir Al Amin; Lu Su 001; Shaohan Hu; Shen Li 002; Shiguang Wang; Yiran Zhao 001; Tarek F. Abdelzaher; Lance M. Kaplan; Charu C. Aggarwal; Aylin Yener (IPSN, 2016)

An Experimental Evaluation of Datacenter Workloads On Low-Power Embedded Micro Servers. - Yiran Zhao 001; Shen Li 002; Shaohan Hu; Hongwei Wang; Shuochao Yao; Huajie Shao; Tarek F. Abdelzaher (Proc. VLDB Endow., 2016)

Impacts of Social Relationships and Inhomogeneous Node Distribution on the Network Performance. - Kechen Zheng; Jinbei Zhang; Shuochao Yao; Weijie Wu; Xinbing Wang; Chunyi Peng 001 (IEEE Trans. Wirel. Commun., 2016)

On the improvement of classifying EEG recordings using neural networks. - Yiran Zhao 001; Shuochao Yao; Shaohan Hu; Shiyu Chang; Raghu K. Ganti; Mudhakar Srivatsa; Shen Li 002; Tarek F. Abdelzaher (IEEE BigData, 2017)

Demo: Unsupervised Fill-level Estimation for Smart Trash Removal Systems. - Yiran Zhao 001; Shuochao Yao; Shen Li 002; Shaohan Hu; Huajie Shao; Tarek F. Abdelzaher (EWSN, 2017)

GreenDrive: a smartphone-based intelligent speed adaptation system with real-time traffic signal prediction. - Yiran Zhao 001; Shen Li 002; Shaohan Hu; Lu Su 001; Shuochao Yao; Huajie Shao; Hongwei Wang; Tarek F. Abdelzaher (ICCPS, 2017)

Decision-Driven Execution: A Distributed Resource Management Paradigm for the Age of IoT. - Tarek F. Abdelzaher; Md. Tanvir Al Amin; Amotz Bar-Noy; William Dron; Ramesh Govindan; Reginald L. Hobbs; Shaohan Hu; Jung-Eun Kim; Jongdeog Lee; Kelvin Marcus; Shuochao Yao; Yiran Zhao 001 (ICDCS, 2017)

Optimizing Source Selection in Social Sensing in the Presence of Influence Graphs. - Huajie Shao; Shiguang Wang; Shen Li 002; Shuochao Yao; Yiran Zhao 001; Md. Tanvir Al Amin; Tarek F. Abdelzaher; Lance M. Kaplan (ICDCS, 2017)

Unveiling polarization in social networks: A matrix factorization approach. - Md. Tanvir Al Amin; Charu C. Aggarwal; Shuochao Yao; Tarek F. Abdelzaher; Lance M. Kaplan (INFOCOM, 2017)

DeepIoT: Compressing Deep Neural Network Structures for Sensing Systems with a Compressor-Critic Framework. - Shuochao Yao; Yiran Zhao 001; Aston Zhang; Lu Su 001; Tarek F. Abdelzaher (SenSys, 2017)

DeepSense: A Unified Deep Learning Framework for Time-Series Mobile Sensing Data Processing. - Shuochao Yao; Shaohan Hu; Yiran Zhao 001; Aston Zhang; Tarek F. Abdelzaher (WWW, 2017)

Compressing Deep Neural Network Structures for Sensing Systems with a Compressor-Critic Framework. - Shuochao Yao; Yiran Zhao 001; Aston Zhang; Lu Su 001; Tarek F. Abdelzaher (CoRR, 2017)

RDeepSense: Reliable Deep Mobile Computing Models with Uncertainty Estimations. - Shuochao Yao; Yiran Zhao 001; Huajie Shao; Aston Zhang; Chao Zhang 014; Shen Li 002; Tarek F. Abdelzaher (Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 2017)

VibeBin: A Vibration-Based Waste Bin Level Detection System. - Yiran Zhao 001; Shuochao Yao; Shen Li 002; Shaohan Hu; Huajie Shao; Tarek F. Abdelzaher (Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 2017)

Optimal Capacity-Delay Tradeoff in MANETs With Correlation of Node Mobility. - Riheng Jia; Feng Yang 006; Shuochao Yao; Xiaohua Tian; Xinbing Wang; Wenjun Zhang 001; Jun Xu 014 (IEEE Trans. Veh. Technol., 2017)

A Spherical Hidden Markov Model for Semantics-Rich Human Mobility Modeling. - Wanzheng Zhu; Chao Zhang 014; Shuochao Yao; Xiaobin Gao; Jiawei Han 001 (AAAI, 2018)

Codrive: cooperative driving scheme for vehicles in urban signalized intersections. - Yiran Zhao 001; Shuochao Yao; Huajie Shao; Tarek F. Abdelzaher (ICCPS, 2018)

ApDeepSense: Deep Learning Uncertainty Estimation without the Pain for IoT Applications. - Shuochao Yao; Yiran Zhao 001; Huajie Shao; Chao Zhang 014; Aston Zhang; Dongxin Liu; Shengzhong Liu; Lu Su 001; Tarek F. Abdelzaher (ICDCS, 2018)

A Constrained Maximum Likelihood Estimator for Unguided Social Sensing. - Huajie Shao; Shuochao Yao; Yiran Zhao 001; Chao Zhang 014; Jinda Han; Lance M. Kaplan; Lu Su 001; Tarek F. Abdelzaher (INFOCOM, 2018)

Towards Environment Independent Device Free Human Activity Recognition. - Wenjun Jiang; Chenglin Miao; Fenglong Ma; Shuochao Yao; Yaqing Wang 001; Ye Yuan 006; Hongfei Xue; Chen Song 001; Xin Ma 006; Dimitrios Koutsonikolas; Wenyao Xu; Lu Su 001 (MobiCom, 2018)

QualityDeepSense: Quality-Aware Deep Learning Framework for Internet of Things Applications with Sensor-Temporal Attention. - Shuochao Yao; Yiran Zhao 001; Shaohan Hu; Tarek F. Abdelzaher (EMDL@MobiSys, 2018)

FastDeepIoT: Towards Understanding and Optimizing Neural Network Execution Time on Mobile and Embedded Devices. - Shuochao Yao; Yiran Zhao 001; Huajie Shao; Shengzhong Liu; Dongxin Liu; Lu Su 001; Tarek F. Abdelzaher (SenSys, 2018)

A predictive Self-Configuring Simulator for Online Media. - Shuochao Yao; Yifan Hao; Dongxin Liu; Shengzhong Liu; Huajie Shao; Jiahao Wu; Mouna Bamba; Tarek F. Abdelzaher; James Flamino; Boleslaw K. Szymanski (WSC, 2018)

Deep Learning for the Internet of Things. - Shuochao Yao; Yiran Zhao 001; Aston Zhang; Shaohan Hu; Huajie Shao; Chao Zhang 014; Lu Su 001; Tarek F. Abdelzaher (Computer, 2018)

SenseGAN: Enabling Deep Learning for Internet of Things with a Semi-Supervised Framework. - Shuochao Yao; Yiran Zhao 001; Huajie Shao; Chao Zhang 014; Aston Zhang; Shaohan Hu; Dongxin Liu; Shengzhong Liu; Lu Su 001; Tarek F. Abdelzaher (Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 2018)

Athena: Towards Decision-Centric Anticipatory Sensor Information Delivery. - Jongdeog Lee; Kelvin Marcus; Tarek F. Abdelzaher; Md. Tanvir Al Amin; Amotz Bar-Noy; William Dron; Ramesh Govindan; Reginald L. Hobbs; Shaohan Hu; Jung-Eun Kim; Lui Sha; Shuochao Yao; et al. (J. Sens. Actuator Networks, 2018)

Deep learning for the internet of things - Shuochao Yao (2018)

Unsupervised Fact-finding with Multi-modal Data in Social Sensing. - Huajie Shao; Shuochao Yao; Yiran Zhao 001; Lu Su 001; Zhibo Wang 001; Dongxin Liu; Shengzhong Liu; Lance M. Kaplan; Tarek F. Abdelzaher (FUSION, 2019)

GreenRoute: A Generalizable Fuel-Saving Vehicular Navigation Service. - Yiran Zhao 001; Shuochao Yao; Dongxin Liu; Huajie Shao; Shengzhong Liu (ICAC, 2019)

Simulation Evaluation of Fuel-Saving Systems in the City of Chicago. - Yiran Zhao 001; Shuochao Yao; Dongxin Liu; Huajie Shao; Shengzhong Liu; Tarek F. Abdelzaher (ICCCN, 2019)

A Latent Hawkes Process Model for Event Clustering and Temporal Dynamics Learning with Applications in GitHub. - Shengzhong Liu; Shuochao Yao; Dongxin Liu; Huajie Shao; Yiran Zhao 001; Xinzhe Fu; Tarek F. Abdelzaher (ICDCS, 2019)

Eugene: Towards Deep Intelligence as a Service. - Shuochao Yao; Kasthuri Jayarajah; Archan Misra; Tarek F. Abdelzaher; Yifan Hao; Yiran Zhao 001; Ailing Piao; Huajie Shao; Dongxin Liu; Shengzhong Liu; Shaohan Hu; Dulanga Weerakoon (ICDCS, 2019)

SADeepSense: Self-Attention Deep Learning Framework for Heterogeneous On-Device Sensors in Internet of Things Applications. - Shuochao Yao; Yiran Zhao 001; Huajie Shao; Dongxin Liu; Shengzhong Liu; Yifan Hao; Ailing Piao; Shaohan Hu; Su Lu; Tarek F. Abdelzaher (INFOCOM, 2019)

DeepFusion: A Deep Learning Framework for the Fusion of Heterogeneous Sensory Data. - Hongfei Xue; Wenjun Jiang; Chenglin Miao; Ye Yuan 006; Fenglong Ma; Xin Ma 006; Yijiang Wang; Shuochao Yao; Wenyao Xu; Aidong Zhang; Lu Su 001 (MobiHoc, 2019)

Stardust: A deep learning serving system in IoT: demo abstract. - Shuochao Yao; Tianshi Wang; Jinyang Li 004; Tarek F. Abdelzaher (SenSys, 2019)

STFNets: Learning Sensing Signals from the Time-Frequency Perspective with Short-Time Fourier Neural Networks. - Shuochao Yao; Ailing Piao; Wenjun Jiang; Yiran Zhao 001; Huajie Shao; Shengzhong Liu; Dongxin Liu; Jinyang Li 004; Tianshi Wang; Shaohan Hu; Lu Su 001; Jiawei Han 001; et al. (WWW, 2019)

Hierarchical Overlapping Belief Estimation by Structured Matrix Factorization. - Chaoqi Yang; Jinyang Li 004; Ruijie Wang 004; Shuochao Yao; Huajie Shao; Dongxin Liu; Shengzhong Liu; Tianshi Wang; Tarek F. Abdelzaher (ASONAM, 2020)

Misinformation Detection and Adversarial Attack Cost Analysis in Directional Social Networks. - Huajie Shao; Shuochao Yao; Andong Jing; Shengzhong Liu; Dongxin Liu; Tianshi Wang; Jinyang Li 004; Chaoqi Yang; Ruijie Wang 004; Tarek F. Abdelzaher (ICCCN, 2020)

ControlVAE: Controllable Variational Autoencoder. - Huajie Shao; Shuochao Yao; Dachun Sun; Aston Zhang; Shengzhong Liu; Dongxin Liu; Jun Wang; Tarek F. Abdelzaher (ICML, 2020)

AMVP: Adaptive CNN-based Multitask Video Processing on Mobile Stream Processing Platforms. - Mengyuan Chao; Radu Stoleru; Liuyi Jin; Shuochao Yao; Maxwell Maurice; Roger Blalock 001 (SEC, 2020)

Scheduling Real-time Deep Learning Services as Imprecise Computations. - Shuochao Yao; Yifan Hao; Yiran Zhao 001; Huajie Shao; Dongxin Liu; Shengzhong Liu; Tianshi Wang; Jinyang Li 004; Tarek F. Abdelzaher (RTCSA, 2020)

On Removing Algorithmic Priority Inversion from Mission-critical Machine Inference Pipelines. - Shengzhong Liu; Shuochao Yao; Xinzhe Fu; Rohan Tabish; Simon Yu; Ayoosh Bansal; Heechul Yun; Lui Sha; Tarek F. Abdelzaher (RTSS, 2020)

Deep compressive offloading: speeding up neural network inference by trading edge computation for network latency. - Shuochao Yao; Jinyang Li 004; Dongxin Liu; Tianshi Wang; Shengzhong Liu; Huajie Shao; Tarek F. Abdelzaher (SenSys, 2020)

paper2repo: GitHub Repository Recommendation for Academic Papers. - Huajie Shao; Dachun Sun; Jiahao Wu; Zecheng Zhang; Aston Zhang; Shuochao Yao; Shengzhong Liu; Tianshi Wang; Chao Zhang 014; Tarek F. Abdelzaher (WWW, 2020)

Multiscale online media simulation with SocialCube. - Tarek F. Abdelzaher; Jiawei Han 001; Yifan Hao; Andong Jing; Dongxin Liu; Shengzhong Liu; Hoang Hai Nguyen; David M. Nicol; Huajie Shao; Tianshi Wang; Shuochao Yao; Yu Zhang 044; et al. (Comput. Math. Organ. Theory, 2020)

Disentangling Overlapping Beliefs by Structured Matrix Factorization. - Chaoqi Yang; Jinyang Li 004; Ruijie Wang 004; Shuochao Yao; Huajie Shao; Dongxin Liu; Shengzhong Liu; Tianshi Wang; Tarek F. Abdelzaher (CoRR, 2020)

Revisiting "Over-smoothing" in Deep GCNs. - Chaoqi Yang; Ruijie Wang 004; Shuochao Yao; Shengzhong Liu; Tarek F. Abdelzaher (CoRR, 2020)

Controllable Variational Autoencoder. - Huajie Shao; Shuochao Yao; Dachun Sun; Aston Zhang; Shengzhong Liu; Dongxin Liu; Jun Wang; Tarek F. Abdelzaher (CoRR, 2020)

Hypergraph Learning with Line Expansion. - Chaoqi Yang; Ruijie Wang 004; Shuochao Yao; Tarek F. Abdelzaher (CoRR, 2020)

Challenging β-VAE with β<1 for Disentanglement Via Dynamic Learning. - Huajie Shao; Haohong Lin; Qinmin Yang; Shuochao Yao; Tarek F. Abdelzaher (CoRR, 2020)

ControlVAE: Tuning, Analytical Properties, and Performance Analysis. - Huajie Shao; Zhisheng Xiao; Shuochao Yao; Aston Zhang; Shengzhong Liu; Tarek F. Abdelzaher (CoRR, 2020)

Handling Missing Sensors in Topology-Aware IoT Applications with Gated Graph Neural Network. - Shengzhong Liu; Shuochao Yao; Yifei Huang; Dongxin Liu; Huajie Shao; Yiran Zhao 001; Jinyang Li 004; Tianshi Wang; Ruijie Wang 004; Chaoqi Yang; Tarek F. Abdelzaher (Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 2020)

GIobalFusion: A Global Attentional Deep Learning Framework for Multisensor Information Fusion. - Shengzhong Liu; Shuochao Yao; Jinyang Li 004; Dongxin Liu; Tianshi Wang; Huajie Shao; Tarek F. Abdelzaher (Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 2020)

DeepMV: Multi-View Deep Learning for Device-Free Human Activity Recognition. - Hongfei Xue; Wenjun Jiang; Chenglin Miao; Fenglong Ma; Shiyang Wang; Ye Yuan 006; Shuochao Yao; Aidong Zhang; Lu Su 001 (Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 2020)

Five Challenges in Cloud-enabled Intelligence and Control. - Tarek F. Abdelzaher; Yifan Hao; Kasthuri Jayarajah; Archan Misra; Per Skarin; Shuochao Yao; Dulanga Weerakoon; Karl-Erik Årzén (ACM Trans. Internet Techn., 2020)

On Orthogonality Constraints for Transformers. - Aston Zhang; Alvin Chan; Yi Tay; Jie Fu 001; Shuohang Wang; Shuai Zhang 007; Huajie Shao; Shuochao Yao; Roy Ka-Wei Lee (ACL/IJCNLP (2), 2021)

Contrastive Self-Supervised Representation Learning for Sensing Signals from the Time-Frequency Perspective. - Dongxin Liu; Tianshi Wang; Shengzhong Liu; Ruijie Wang 004; Shuochao Yao; Tarek F. Abdelzaher (ICCCN, 2021)

Towards an Accurate Latency Model for Convolutional Neural Network Layers on GPUs. - Jinyang Li 004; Runyu Ma; Vikram Sharma Mailthody; Colin Samplawski; Benjamin M. Marlin; Songqing Chen; Shuochao Yao; Tarek F. Abdelzaher (MILCOM, 2021)

CrossRoI: cross-camera region of interest optimization for efficient real time video analytics at scale. - Hongpeng Guo; Shuochao Yao; Zhe Yang 010; Qian Zhou; Klara Nahrstedt (MMSys, 2021)

DyDiff-VAE: A Dynamic Variational Framework for Information Diffusion Prediction. - Ruijie Wang 004; Zijie Huang 002; Shengzhong Liu; Huajie Shao; Dongxin Liu; Jinyang Li 004; Tianshi Wang; Dachun Sun; Shuochao Yao; Tarek F. Abdelzaher (SIGIR, 2021)

Computational Modeling of Hierarchically Polarized Groups by Structured Matrix Factorization. - Dachun Sun; Chaoqi Yang; Jinyang Li 004; Ruijie Wang 004; Shuochao Yao; Huajie Shao; Dongxin Liu; Shengzhong Liu; Tianshi Wang; Tarek F. Abdelzaher (Frontiers Big Data, 2021)

Audio Keyword Reconstruction from On-Device Motion Sensor Signals via Neural Frequency Unfolding. - Tianshi Wang; Shuochao Yao; Shengzhong Liu; Jinyang Li 004; Dongxin Liu; Huajie Shao; Ruijie Wang 004; Tarek F. Abdelzaher (Proc. ACM Interact. Mob. Wearable Ubiquitous Technol., 2021)

Deep Compressive Offloading: Speeding Up Edge Offloading for AI Services. - Shuochao Yao; Jinyang Li 004; Dongxin Liu; Tianshi Wang; Shengzhong Liu; Huajie Shao; Tarek F. Abdelzaher (GetMobile Mob. Comput. Commun., 2021)

Truth Discovery With Multi-Modal Data in Social Sensing. - Huajie Shao; Dachun Sun; Shuochao Yao; Lu Su 001; Zhibo Wang 001; Dongxin Liu; Shengzhong Liu; Lance M. Kaplan; Tarek F. Abdelzaher (IEEE Trans. Computers, 2021)

Semi-supervised Hypergraph Node Classification on Hypergraph Line Expansion. - Chaoqi Yang; Ruijie Wang 004; Shuochao Yao; Tarek F. Abdelzaher (CIKM, 2022)

Exploring Spherical Autoencoder for Spherical Video Content Processing. - Jin Zhou 006; Na Li; Yao Liu 001; Shuochao Yao; Songqing Chen (ACM Multimedia, 2022)

Self-Cueing Real-Time Attention Scheduling in Criticality-Aware Visual Machine Perception. - Shengzhong Liu; Xinzhe Fu; Maggie B. Wigness; Philip David; Shuochao Yao; Lui Sha; Tarek F. Abdelzaher (RTAS, 2022)

Anytime-Lidar: Deadline-aware 3D Object Detection. - Ahmet Soyyigit; Shuochao Yao; Heechul Yun (RTCSA, 2022)

ControlVAE: Tuning, Analytical Properties, and Performance Analysis. - Huajie Shao; Zhisheng Xiao; Shuochao Yao; Dachun Sun; Aston Zhang; Shengzhong Liu; Tianshi Wang; Jinyang Li 004; Tarek F. Abdelzaher (IEEE Trans. Pattern Anal. Mach. Intell., 2022)

Real-Time Task Scheduling for Machine Perception in Intelligent Cyber-Physical Systems. - Shengzhong Liu; Shuochao Yao; Xinzhe Fu; Huajie Shao; Rohan Tabish; Simon Yu; Ayoosh Bansal; Heechul Yun; Lui Sha; Tarek F. Abdelzaher (IEEE Trans. Computers, 2022)

A Unified Knowledge Distillation Framework for Deep Directed Graphical Models. - Yizhuo Chen; Kaizhao Liang; Zhe Zeng; Shuochao Yao; Huajie Shao (CVPR, 2023)

ScaleFlow: Efficient Deep Vision Pipeline with Closed-Loop Scale-Adaptive Inference. - Yuyang Leng; Renyuan Liu; Hongpeng Guo; Songqing Chen; Shuochao Yao (ACM Multimedia, 2023)

Generalized self-cueing real-time attention scheduling with intermittent inspection and image resizing. - Shengzhong Liu; Xinzhe Fu; Yigong Hu; Maggie B. Wigness; Philip David; Shuochao Yao; Lui Sha; Tarek F. Abdelzaher (Real Time Syst., 2023)

DynaSpa: Exploiting Spatial Sparsity for Efficient Dynamic DNN Inference on Devices. - Renyuan Liu; Yuyang Leng; Shilei Tian; Shaohan Hu; Chun-Fu (Richard) Chen; Shuochao Yao (SenSys, 2024)

Taming Algorithmic Priority Inversion in Mission-Critical Perception Pipelines. - Shengzhong Liu; Shuochao Yao; Xinzhe Fu; Rohan Tabish; Simon Yu; Ayoosh Bansal; Heechul Yun; Lui Sha; Tarek F. Abdelzaher (Commun. ACM, 2024)

VALO: A Versatile Anytime Framework for LiDAR-Based Object Detection Deep Neural Networks. - Ahmet Soyyigit; Shuochao Yao; Heechul Yun (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst., 2024)

Better Reliability Compression: Model Pruning with Calibrated Uncertainty Estimation for Mobile Deep Learning Applications. - Runyu Ma; Songqing Chen; Shuochao Yao (MOST, 2025)

DAF: An Efficient End-to-End Dynamic Activation Framework for on-Device DNN Training. - Renyuan Liu; Yuyang Leng; Kaiyan Liu; Shaohan Hu; Chun-Fu Chen 001; Peijun Zhao; Heechul Yun; Shuochao Yao (CoRR, 2025)