Shengzhong Liu

Publication Activity (10 Years)

Years Active: 2015-2024
Publications (10 Years): 71

Top Topics

Academic Papers

Video Analytics

Top Venues

Proc. ACM Interact. Mob. Wearable Ubiquitous Technol.

Publications

Tomoyoshi Kimura, Jinyang Li, Tianshi Wang, Denizhan Kara, Yizhuo Chen, Yigong Hu, Ruijie Wang, Maggie B. Wigness, Shengzhong Liu, Mani B. Srivastava, Suhas N. Diggavi, Tarek F. Abdelzaher
On the Efficiency and Robustness of Vibration-based Foundation Models for IoT Sensing: A Case Study. CoRR (2024)
Ruijie Wang, Yutong Zhang, Jinyang Li, Shengzhong Liu, Dachun Sun, Tianchen Wang, Tianshi Wang, Yizhuo Chen, Denizhan Kara, Tarek F. Abdelzaher
MetaHKG: Meta Hyperbolic Learning for Few-shot Temporal Reasoning. SIGIR (2024)
Yigong Hu, Ila Gokarn, Shengzhong Liu, Archan Misra, Tarek F. Abdelzaher
Algorithms for Canvas-Based Attention Scheduling with Resizing. RTAS (2024)
Tianshi Wang, Jinyang Li, Ruijie Wang, Denizhan Kara, Shengzhong Liu, Davis Wertheimer, Antoni Viros-i-Martin, Raghu K. Ganti, Mudhakar Srivatsa, Tarek F. Abdelzaher
SudokuSens: Enhancing Deep Learning Robustness for IoT Sensing Applications using a Generative Approach. CoRR (2024)
Ruijie Wang, Jingyuan Huang, Yutong Zhang, Jinyang Li, Yufeng Wang, Wanyu Zhao, Shengzhong Liu, Charith Mendis, Tarek F. Abdelzaher
TGOnline: Enhancing Temporal Graph Learning with Adaptive Online Meta-Learning. SIGIR (2024)
Denizhan Kara, Tomoyoshi Kimura, Shengzhong Liu, Jinyang Li, Dongxin Liu, Tianshi Wang, Ruijie Wang, Yizhuo Chen, Yigong Hu, Tarek F. Abdelzaher
FreqMAE: Frequency-Aware Masked Autoencoder for Multi-Modal IoT Sensing. WWW (2024)
Shengzhong Liu, Shuochao Yao, Xinzhe Fu, Rohan Tabish, Simon Yu, Ayoosh Bansal, Heechul Yun, Lui Sha, Tarek F. Abdelzaher
Taming Algorithmic Priority Inversion in Mission-Critical Perception Pipelines. Commun. ACM 67 (2) (2024)
Deepti Kalasapura, Jinyang Li, Shengzhong Liu, Yizhuo Chen, Ruijie Wang, Tarek F. Abdelzaher, Matthew Caesar, Joydeep Bhattacharyya, Jae Kim, Guijun Wang, Greg Kimberly, Josh D. Eckhardt, Denis Osipychev
TwinSync: A Digital Twin Synchronization Protocol for Bandwidth-Limited IoT Applications. ICCCN (2023)
Hongpeng Guo, Beitong Tian, Zhe Yang, Bo Chen, Qian Zhou, Shengzhong Liu, Klara Nahrstedt, Claudiu Danilov
DeepStream: Bandwidth Efficient Multi-Camera Video Streaming for Deep Learning Analytics. CoRR (2023)
Ruijie Wang, Baoyu Li, Yichen Lu, Dachun Sun, Jinning Li, Yuchen Yan, Shengzhong Liu, Hanghang Tong, Tarek F. Abdelzaher
Noisy Positive-Unlabeled Learning with Self-Training for Speculative Knowledge Graph Reasoning. CoRR (2023)
Shengzhong Liu, Xinzhe Fu, Yigong Hu, Maggie B. Wigness, Philip David, Shuochao Yao, Lui Sha, Tarek F. Abdelzaher
Generalized self-cueing real-time attention scheduling with intermittent inspection and image resizing. Real Time Syst. 59 (2) (2023)
Shengzhong Liu, Tomoyoshi Kimura, Dongxin Liu, Ruijie Wang, Jinyang Li, Suhas N. Diggavi, Mani B. Srivastava, Tarek F. Abdelzaher
FOCAL: Contrastive Learning for Multimodal Time-Series Sensing Signals in Factorized Orthogonal Latent Space. NeurIPS (2023)
Ruijie Wang, Baoyu Li, Yichen Lu, Dachun Sun, Jinning Li, Yuchen Yan, Shengzhong Liu, Hanghang Tong, Tarek F. Abdelzaher
Noisy Positive-Unlabeled Learning with Self-Training for Speculative Knowledge Graph Reasoning. ACL (Findings) (2023)
Tianshi Wang, Jinyang Li, Ruijie Wang, Denizhan Kara, Shengzhong Liu, Davis Wertheimer, Antoni Viros-i-Martin, Raghu K. Ganti, Mudhakar Srivatsa, Tarek F. Abdelzaher
SudokuSens: Enhancing Deep Learning Robustness for IoT Sensing Applications using a Generative Approach. SenSys (2023)
Yigong Hu, Ila Gokarn, Shengzhong Liu, Archan Misra, Tarek F. Abdelzaher
Underprovisioned GPUs: On Sufficient Capacity for Real-Time Mission-Critical Perception. ICCCN (2023)
Yigong Hu, Ila Gokarn, Shengzhong Liu, Archan Misra, Tarek F. Abdelzaher
Work-in-Progress: Algorithms for Canvas-Based Attention Scheduling with Resizing. RTSS (2023)
Shengzhong Liu, Tomoyoshi Kimura, Dongxin Liu, Ruijie Wang, Jinyang Li, Suhas N. Diggavi, Mani B. Srivastava, Tarek F. Abdelzaher
FOCAL: Contrastive Learning for Multimodal Time-Series Sensing Signals in Factorized Orthogonal Latent Space. CoRR (2023)
Tianshi Wang, Denizhan Kara, Jinyang Li, Shengzhong Liu, Tarek F. Abdelzaher, Brian Jalaian
The Methodological Pitfall of Dataset-Driven Research on Deep Learning: An IoT Example. MILCOM (2022)
Yigong Hu, Shengzhong Liu, Tarek F. Abdelzaher, Maggie B. Wigness, Philip David
Real-time task scheduling with image resizing for criticality-based machine perception. Real Time Syst. 58 (4) (2022)
Ragini Gupta, Bo Chen, Shengzhong Liu, Tianshi Wang, Sandeep Singh Sandha, Abel Souza, Klara Nahrstedt, Tarek F. Abdelzaher, Mani B. Srivastava, Prashant J. Shenoy, Jeffrey Smith, Maggie B. Wigness, Niranjan Suri
DARTS: Distributed IoT Architecture for Real-Time, Resilient and AI-Compressed Workflows. ApPLIED@PODC (2022)
Huajie Shao, Zhisheng Xiao, Shuochao Yao, Dachun Sun, Aston Zhang, Shengzhong Liu, Tianshi Wang, Jinyang Li, Tarek F. Abdelzaher
ControlVAE: Tuning, Analytical Properties, and Performance Analysis. IEEE Trans. Pattern Anal. Mach. Intell. 44 (12) (2022)
Shengzhong Liu, Tianshi Wang, Hongpeng Guo, Xinzhe Fu, Philip David, Maggie B. Wigness, Archan Misra, Tarek F. Abdelzaher
Multi-View Scheduling of Onboard Live Video Analytics to Minimize Frame Processing Latency. ICDCS (2022)
Shengzhong Liu, Shuochao Yao, Xinzhe Fu, Huajie Shao, Rohan Tabish, Simon Yu, Ayoosh Bansal, Heechul Yun, Lui Sha, Tarek F. Abdelzaher
Real-Time Task Scheduling for Machine Perception in Intelligent Cyber-Physical Systems. IEEE Trans. Computers 71 (8) (2022)
Shengzhong Liu, Xinzhe Fu, Maggie B. Wigness, Philip David, Shuochao Yao, Lui Sha, Tarek F. Abdelzaher
Self-Cueing Real-Time Attention Scheduling in Criticality-Aware Visual Machine Perception. RTAS (2022)
Jinning Li, Huajie Shao, Dachun Sun, Ruijie Wang, Yuchen Yan, Jinyang Li, Shengzhong Liu, Hanghang Tong, Tarek F. Abdelzaher
Unsupervised Belief Representation Learning with Information-Theoretic Variational Graph Auto-Encoders. SIGIR (2022)
Shengzhong Liu, Tianshi Wang, Jinyang Li, Dachun Sun, Mani B. Srivastava, Tarek F. Abdelzaher
AdaMask: Enabling Machine-Centric Video Streaming with Adaptive Frame Masking for DNN Inference Offloading. ACM Multimedia (2022)
Dongxin Liu, Tarek F. Abdelzaher, Tianshi Wang, Yigong Hu, Jinyang Li, Shengzhong Liu, Matthew Caesar, Deepti Kalasapura, Joydeep Bhattacharyya, Nassy Srour, Jae Kim, Guijun Wang, Greg Kimberly, Shouchao Yao
IoBT-OS: Optimizing the Sensing-to-Decision Loop for the Internet of Battlefield Things. ICCCN (2022)
Ruijie Wang, Zheng Li, Dachun Sun, Shengzhong Liu, Jinning Li, Bing Yin, Tarek F. Abdelzaher
Learning to Sample and Aggregate: Few-shot Reasoning over Temporal Knowledge Graphs. NeurIPS (2022)
Ruijie Wang, Zheng Li, Dachun Sun, Shengzhong Liu, Jinning Li, Bing Yin, Tarek F. Abdelzaher
Learning to Sample and Aggregate: Few-shot Reasoning over Temporal Knowledge Graphs. CoRR (2022)
Dongxin Liu, Tianshi Wang, Shengzhong Liu, Ruijie Wang, Shuochao Yao, Tarek F. Abdelzaher
Contrastive Self-Supervised Representation Learning for Sensing Signals from the Time-Frequency Perspective. ICCCN (2021)
Tianshi Wang, Shuochao Yao, Shengzhong Liu, Jinyang Li, Dongxin Liu, Huajie Shao, Ruijie Wang, Tarek F. Abdelzaher
Audio Keyword Reconstruction from On-Device Motion Sensor Signals via Neural Frequency Unfolding. Proc. ACM Interact. Mob. Wearable Ubiquitous Technol. 5 (3) (2021)
Jiyang Chen, Simon Yu, Rohan Tabish, Ayoosh Bansal, Shengzhong Liu, Tarek F. Abdelzaher, Lui Sha
LiDAR Cluster First and Camera Inference Later: A New Perspective Towards Autonomous Driving. CoRR (2021)
Ruijie Wang, Zijie Huang, Shengzhong Liu, Huajie Shao, Dongxin Liu, Jinyang Li, Tianshi Wang, Dachun Sun, Shuochao Yao, Tarek F. Abdelzaher
DyDiff-VAE: A Dynamic Variational Framework for Information Diffusion Prediction. SIGIR (2021)
Shengzhong Liu, Franck Le, Supriyo Chakraborty, Tarek F. Abdelzaher
On Exploring Attention-based Explanation for Transformer Models in Text Classification. IEEE BigData (2021)
Ruijie Wang, Zijie Huang, Shengzhong Liu, Huajie Shao, Dongxin Liu, Jinyang Li, Tianshi Wang, Dachun Sun, Shuochao Yao, Tarek F. Abdelzaher
DyDiff-VAE: A Dynamic Variational Framework for Information Diffusion Prediction. CoRR (2021)
Jinning Li, Huajie Shao, Dachun Sun, Ruijie Wang, Yuchen Yan, Jinyang Li, Shengzhong Liu, Hanghang Tong, Tarek F. Abdelzaher
Unsupervised Belief Representation Learning in Polarized Networks with Information-Theoretic Variational Graph Auto-Encoders. CoRR (2021)
Shuochao Yao, Jinyang Li, Dongxin Liu, Tianshi Wang, Shengzhong Liu, Huajie Shao, Tarek F. Abdelzaher
Deep Compressive Offloading: Speeding Up Edge Offloading for AI Services. GetMobile Mob. Comput. Commun. 25 (1) (2021)
Dachun Sun, Chaoqi Yang, Jinyang Li, Ruijie Wang, Shuochao Yao, Huajie Shao, Dongxin Liu, Shengzhong Liu, Tianshi Wang, Tarek F. Abdelzaher
Computational Modeling of Hierarchically Polarized Groups by Structured Matrix Factorization. Frontiers Big Data 4 (2021)
Huajie Shao, Dachun Sun, Shuochao Yao, Lu Su, Zhibo Wang, Dongxin Liu, Shengzhong Liu, Lance M. Kaplan, Tarek F. Abdelzaher
Truth Discovery With Multi-Modal Data in Social Sensing. IEEE Trans. Computers 70 (9) (2021)
Yigong Hu, Shengzhong Liu, Tarek F. Abdelzaher, Maggie B. Wigness, Philip David
On Exploring Image Resizing for Optimizing Criticality-based Machine Perception. RTCSA (2021)
Chaoqi Yang, Jinyang Li, Ruijie Wang, Shuochao Yao, Huajie Shao, Dongxin Liu, Shengzhong Liu, Tianshi Wang, Tarek F. Abdelzaher
Disentangling Overlapping Beliefs by Structured Matrix Factorization. CoRR (2020)
Chaoqi Yang, Jinyang Li, Ruijie Wang, Shuochao Yao, Huajie Shao, Dongxin Liu, Shengzhong Liu, Tianshi Wang, Tarek F. Abdelzaher
Hierarchical Overlapping Belief Estimation by Structured Matrix Factorization. ASONAM (2020)
Huajie Shao, Zhisheng Xiao, Shuochao Yao, Aston Zhang, Shengzhong Liu, Tarek F. Abdelzaher
ControlVAE: Tuning, Analytical Properties, and Performance Analysis. CoRR (2020)
Chaoqi Yang, Ruijie Wang, Shuochao Yao, Shengzhong Liu, Tarek F. Abdelzaher
Revisiting "Over-smoothing" in Deep GCNs. CoRR (2020)
Huajie Shao, Dachun Sun, Jiahao Wu, Zecheng Zhang, Aston Zhang, Shuochao Yao, Shengzhong Liu, Tianshi Wang, Chao Zhang, Tarek F. Abdelzaher
paper2repo: GitHub Repository Recommendation for Academic Papers. WWW (2020)
Shengzhong Liu, Shuochao Yao, Xinzhe Fu, Rohan Tabish, Simon Yu, Ayoosh Bansal, Heechul Yun, Lui Sha, Tarek F. Abdelzaher
On Removing Algorithmic Priority Inversion from Mission-critical Machine Inference Pipelines. RTSS (2020)
Shuochao Yao, Jinyang Li, Dongxin Liu, Tianshi Wang, Shengzhong Liu, Huajie Shao, Tarek F. Abdelzaher
Deep compressive offloading: speeding up neural network inference by trading edge computation for network latency. SenSys (2020)
Shuochao Yao, Yifan Hao, Yiran Zhao, Huajie Shao, Dongxin Liu, Shengzhong Liu, Tianshi Wang, Jinyang Li, Tarek F. Abdelzaher
Scheduling Real-time Deep Learning Services as Imprecise Computations. RTCSA (2020)
Huajie Shao, Shuochao Yao, Dachun Sun, Aston Zhang, Shengzhong Liu, Dongxin Liu, Jun Wang, Tarek F. Abdelzaher
ControlVAE: Controllable Variational Autoencoder. ICML (2020)
Shengzhong Liu, Shuochao Yao, Yifei Huang, Dongxin Liu, Huajie Shao, Yiran Zhao, Jinyang Li, Tianshi Wang, Ruijie Wang, Chaoqi Yang, Tarek F. Abdelzaher
Handling Missing Sensors in Topology-Aware IoT Applications with Gated Graph Neural Network. Proc. ACM Interact. Mob. Wearable Ubiquitous Technol. 4 (3) (2020)
Shengzhong Liu, Shuochao Yao, Jinyang Li, Dongxin Liu, Tianshi Wang, Huajie Shao, Tarek F. Abdelzaher
GIobalFusion: A Global Attentional Deep Learning Framework for Multisensor Information Fusion. Proc. ACM Interact. Mob. Wearable Ubiquitous Technol. 4 (1) (2020)
Huajie Shao, Shuochao Yao, Andong Jing, Shengzhong Liu, Dongxin Liu, Tianshi Wang, Jinyang Li, Chaoqi Yang, Ruijie Wang, Tarek F. Abdelzaher
Misinformation Detection and Adversarial Attack Cost Analysis in Directional Social Networks. ICCCN (2020)
Tarek F. Abdelzaher, Jiawei Han, Yifan Hao, Andong Jing, Dongxin Liu, Shengzhong Liu, Hoang Hai Nguyen, David M. Nicol, Huajie Shao, Tianshi Wang, Shuochao Yao, Yu Zhang, Omar Malik, Stephen Dipple, James Flamino, Fred Buchanan, Sam Cohen, György Korniss, Boleslaw K. Szymanski
Multiscale online media simulation with SocialCube. Comput. Math. Organ. Theory 26 (2) (2020)
Huajie Shao, Shuochao Yao, Dachun Sun, Aston Zhang, Shengzhong Liu, Dongxin Liu, Jun Wang, Tarek F. Abdelzaher
Controllable Variational Autoencoder. CoRR (2020)
Huajie Shao, Dachun Sun, Jiahao Wu, Zecheng Zhang, Aston Zhang, Shuochao Yao, Shengzhong Liu, Tianshi Wang, Chao Zhang, Tarek F. Abdelzaher
paper2repo: GitHub Repository Recommendation for Academic Papers. CoRR (2020)
Shuochao Yao, Yifan Hao, Yiran Zhao, Huajie Shao, Dongxin Liu, Shengzhong Liu, Tianshi Wang, Jinyang Li, Tarek F. Abdelzaher
Scheduling Real-time Deep Learning Services as Imprecise Computations. CoRR (2020)
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 F. Abdelzaher
STFNets: Learning Sensing Signals from the Time-Frequency Perspective with Short-Time Fourier Neural Networks. WWW (2019)
Huajie Shao, Shuochao Yao, Yiran Zhao, Lu Su, Zhibo Wang, Dongxin Liu, Shengzhong Liu, Lance M. Kaplan, Tarek F. Abdelzaher
Unsupervised Fact-finding with Multi-modal Data in Social Sensing. FUSION (2019)
Shuochao Yao, Kasthuri Jayarajah, Archan Misra, Tarek F. Abdelzaher, Yifan Hao, Yiran Zhao, Ailing Piao, Huajie Shao, Dongxin Liu, Shengzhong Liu, Shaohan Hu, Dulanga Weerakoon
Eugene: Towards Deep Intelligence as a Service. ICDCS (2019)
Shuochao Yao, Yiran Zhao, Huajie Shao, Dongxin Liu, Shengzhong Liu, Yifan Hao, Ailing Piao, Shaohan Hu, Su Lu, Tarek F. Abdelzaher
SADeepSense: Self-Attention Deep Learning Framework for Heterogeneous On-Device Sensors in Internet of Things Applications. INFOCOM (2019)
Shengzhong Liu, Shuochao Yao, Dongxin Liu, Huajie Shao, Yiran Zhao, Xinzhe Fu, Tarek F. Abdelzaher
A Latent Hawkes Process Model for Event Clustering and Temporal Dynamics Learning with Applications in GitHub. ICDCS (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 F. Abdelzaher
STFNets: Learning Sensing Signals from the Time-Frequency Perspective with Short-Time Fourier Neural Networks. CoRR (2019)
Yiran Zhao, Shuochao Yao, Dongxin Liu, Huajie Shao, Shengzhong Liu, Tarek F. Abdelzaher
Simulation Evaluation of Fuel-Saving Systems in the City of Chicago. ICCCN (2019)
Yiran Zhao, Shuochao Yao, Dongxin Liu, Huajie Shao, Shengzhong Liu
GreenRoute: A Generalizable Fuel-Saving Vehicular Navigation Service. ICAC (2019)
Shuochao Yao, Yiran Zhao, Huajie Shao, Chao Zhang, Aston Zhang, Shaohan Hu, Dongxin Liu, Shengzhong Liu, Lu Su, Tarek F. Abdelzaher
SenseGAN: Enabling Deep Learning for Internet of Things with a Semi-Supervised Framework. Proc. ACM Interact. Mob. Wearable Ubiquitous Technol. 2 (3) (2018)
Shuochao Yao, Yiran Zhao, Huajie Shao, Shengzhong Liu, Dongxin Liu, Lu Su, Tarek F. Abdelzaher
FastDeepIoT: Towards Understanding and Optimizing Neural Network Execution Time on Mobile and Embedded Devices. SenSys (2018)
Shuochao Yao, Yiran Zhao, Huajie Shao, Chao Zhang, Aston Zhang, Dongxin Liu, Shengzhong Liu, Lu Su, Tarek F. Abdelzaher
ApDeepSense: Deep Learning Uncertainty Estimation without the Pain for IoT Applications. ICDCS (2018)
Shuochao Yao, Yiran Zhao, Huajie Shao, Shengzhong Liu, Dongxin Liu, Lu Su, Tarek F. Abdelzaher
FastDeepIoT: Towards Understanding and Optimizing Neural Network Execution Time on Mobile and Embedded Devices. CoRR (2018)
Shuochao Yao, Yifan Hao, Dongxin Liu, Shengzhong Liu, Huajie Shao, Jiahao Wu, Mouna Bamba, Tarek F. Abdelzaher, James Flamino, Boleslaw K. Szymanski
A predictive Self-Configuring Simulator for Online Media. WSC (2018)
Shengzhong Liu, Zhenzhe Zheng, Fan Wu, Shaojie Tang, Guihai Chen
Context-aware data quality estimation in mobile crowdsensing. INFOCOM (2017)
Yanxiang Chen, Daru Pan, Yifei Pan, Shengzhong Liu, Aihua Gu, Meng Wang
Indoor scene understanding via monocular RGB-D images. Inf. Sci. 320 (2015)