Proceedings of the 2023 IEEE International Conferences on Internet of Things (iThings) and IEEE Green Computing & Communications (GreenCom) and IEEE Cyber, 2023

OliVe: Accelerating Large Language Models via Hardware-friendly Outlier-Victim Pair Quantization.

[BibT_eX]

[DOI]

Cong Guo

Proceedings of the 50th Annual International Symposium on Computer Architecture, 2023

The First Decade of Computing and Network Convergence.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Conference on Communications, 2023

FedTherapist: Mental Health Monitoring with User-Generated Linguistic Expressions on Smartphones via Federated Learning.

[BibT_eX]

[DOI]

Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing, 2023

2022

Characterizing Embedded Web Browsing in Mobile Apps.

[BibT_eX]

[DOI]

Deyu Tian

Yun Ma

Aruna Balasubramanian

Yunxin Liu

Gang Huang

Xuanzhe Liu

IEEE Trans. Mob. Comput., 2022

Model Protection: Real-Time Privacy-Preserving Inference Service for Model Privacy at the Edge.

[BibT_eX]

[DOI]

IEEE Trans. Dependable Secur. Comput., 2022

A Cloud-Edge Collaboration Framework for Cognitive Service.

[BibT_eX]

[DOI]

IEEE Trans. Cloud Comput., 2022

WheelLoc: Practical and Accurate Localization for Wheeled Mobile Targets via Integrated Sensing and Communication.

[BibT_eX]

[DOI]

IEEE J. Sel. Areas Commun., 2022

Automation Slicing and Testing for in-App Deep Learning Models.

[BibT_eX]

[DOI]

CoRR, 2022

Sample Selection with Deadline Control for Efficient Federated Learning on Heterogeneous Clients.

[BibT_eX]

[DOI]

CoRR, 2022

Brisk-Yolo: A Lightweight Object Detection Algorithm for Edge Devices.

[BibT_eX]

[DOI]

Proceedings of the IEEE Smartworld, 2022

Hyperion: A Generic and Distributed Mobile Offloading Framework on OpenCL.

[BibT_eX]

[DOI]

Proceedings of the 20th ACM Conference on Embedded Networked Sensor Systems, 2022

TailorFL: Dual-Personalized Federated Learning under System and Data Heterogeneity.

[BibT_eX]

[DOI]

Proceedings of the 20th ACM Conference on Embedded Networked Sensor Systems, 2022

Melon: breaking the memory wall for resource-efficient on-device machine learning.

[BibT_eX]

[DOI]

Proceedings of the MobiSys '22: The 20th Annual International Conference on Mobile Systems, Applications and Services, Portland, Oregon, 27 June 2022, 2022

FedBalancer: data and pace control for efficient federated learning on heterogeneous clients.

[BibT_eX]

[DOI]

Proceedings of the MobiSys '22: The 20th Annual International Conference on Mobile Systems, Applications and Services, Portland, Oregon, 27 June 2022, 2022

CoDL: efficient CPU-GPU co-execution for deep learning inference on mobile devices.

[BibT_eX]

[DOI]

Proceedings of the MobiSys '22: The 20th Annual International Conference on Mobile Systems, Applications and Services, Portland, Oregon, 27 June 2022, 2022

MobiDepth: real-time depth estimation using on-device dual cameras.

[BibT_eX]

[DOI]

Proceedings of the ACM MobiCom '22: The 28th Annual International Conference on Mobile Computing and Networking, Sydney, NSW, Australia, October 17, 2022

Romou: rapidly generate high-performance tensor kernels for mobile GPUs.

[BibT_eX]

[DOI]

Proceedings of the ACM MobiCom '22: The 28th Annual International Conference on Mobile Computing and Networking, Sydney, NSW, Australia, October 17, 2022

ANT: Exploiting Adaptive Numerical Data Type for Low-bit Deep Neural Network Quantization.

[BibT_eX]

[DOI]

Proceedings of the 55th IEEE/ACM International Symposium on Microarchitecture, 2022

Representational Continuity for Unsupervised Continual Learning.

[BibT_eX]

[DOI]

Proceedings of the Tenth International Conference on Learning Representations, 2022

SQuant: On-the-Fly Data-Free Quantization via Diagonal Hessian Approximation.

[BibT_eX]

[DOI]

Proceedings of the Tenth International Conference on Learning Representations, 2022

Nesting Forward Automatic Differentiation for Memory-Efficient Deep Neural Network Training.

[BibT_eX]

[DOI]

Proceedings of the IEEE 40th International Conference on Computer Design, 2022

2021

Efficient Data Loader for Fast Sampling-Based GNN Training on Large Graphs.

[BibT_eX]

[DOI]

IEEE Trans. Parallel Distributed Syst., 2021

Operating Systems for Resource-adaptive Intelligent Software: Challenges and Opportunities.

[BibT_eX]

[DOI]

ACM Trans. Internet Techn., 2021

EPASS360: QoE-Aware 360-Degree Video Streaming Over Mobile Devices.

[BibT_eX]

[DOI]

IEEE Trans. Mob. Comput., 2021

S2Net: Preserving Privacy in Smart Home Routers.

[BibT_eX]

[DOI]

IEEE Trans. Dependable Secur. Comput., 2021

nn-METER: Towards Accurate Latency Prediction of DNN Inference on Diverse Edge Devices.

[BibT_eX]

[DOI]

GetMobile Mob. Comput. Commun., 2021

A Case for Camera-as-a-Service.

[BibT_eX]

[DOI]

Mengwei Xu

Yunxin Liu

Xuanzhe Liu

IEEE Pervasive Comput., 2021

DAPPER: Performance Estimation of Domain Adaptation in Mobile Sensing.

[BibT_eX]

[DOI]

CoRR, 2021

Rethinking the Representational Continuity: Towards Unsupervised Continual Learning.

[BibT_eX]

[DOI]

CoRR, 2021

App Developer Centric Trusted Execution Environment.

[BibT_eX]

[DOI]

CoRR, 2021

Characterizing Impacts of Heterogeneity in Federated Learning upon Large-Scale Smartphone Data.

[BibT_eX]

[DOI]

Proceedings of the WWW '21: The Web Conference 2021, 2021

TaintStream: fine-grained taint tracking for big data platforms through dynamic code translation.

[BibT_eX]

[DOI]

Proceedings of the ESEC/FSE '21: 29th ACM Joint European Software Engineering Conference and Symposium on the Foundations of Software Engineering, 2021

nn-Meter: towards accurate latency prediction of deep-learning model inference on diverse edge devices.

[BibT_eX]

[DOI]

Proceedings of the MobiSys '21: The 19th Annual International Conference on Mobile Systems, Applications, and Services, Virtual Event, Wisconsin, USA, 24 June, 2021

ParallelFusion: Towards Maximum Utilization of Mobile GPU for DNN Inference.

[BibT_eX]

[DOI]

Jingyu Lee

Yunxin Liu

Youngki Lee

Proceedings of the EMDL@MobiSys 2021: Proceedings of the 5th International Workshop on Embedded and Mobile Deep Learning, 2021

Towards Ubiquitous Learning: A First Measurement of On-Device Training Performance.

[BibT_eX]

[DOI]

Proceedings of the EMDL@MobiSys 2021: Proceedings of the 5th International Workshop on Embedded and Mobile Deep Learning, 2021

Elf: accelerate high-resolution mobile deep vision with content-aware parallel offloading.

[BibT_eX]

[DOI]

Dipankar Raychaudhuri

Yanyong Zhang

Proceedings of the ACM MobiCom '21: The 27th Annual International Conference on Mobile Computing and Networking, 2021

PECAM: privacy-enhanced video streaming and analytics via securely-reversible transformation.

[BibT_eX]

[DOI]

Ganesh Ananthanarayanan

Fengyuan Xu

Sheng Zhong

Proceedings of the ACM MobiCom '21: The 27th Annual International Conference on Mobile Computing and Networking, 2021

AsyMo: scalable and efficient deep-learning inference on asymmetric mobile CPUs.

[BibT_eX]

[DOI]

Proceedings of the ACM MobiCom '21: The 27th Annual International Conference on Mobile Computing and Networking, 2021

Flexible high-resolution object detection on edge devices with tunable latency.

[BibT_eX]

[DOI]

Proceedings of the ACM MobiCom '21: The 27th Annual International Conference on Mobile Computing and Networking, 2021

Boosting Mobile CNN Inference through Semantic Memory.

[BibT_eX]

[DOI]

Proceedings of the MM '21: ACM Multimedia Conference, Virtual Event, China, October 20, 2021

To Bridge Neural Network Design and Real-World Performance: A Behaviour Study for Neural Networks.

[BibT_eX]

[DOI]

Proceedings of the Fourth Conference on Machine Learning and Systems, 2021

Dual-side Sparse Tensor Core.

[BibT_eX]

[DOI]

Proceedings of the 48th ACM/IEEE Annual International Symposium on Computer Architecture, 2021

2020

Distributed fine-tuning of CNNs for image retrieval on multiple mobile devices.

[BibT_eX]

[DOI]

Pervasive Mob. Comput., 2020

TapSnoop: Leveraging Tap Sounds to Infer Tapstrokes on Touchscreen Devices.

[BibT_eX]

[DOI]

Hyosu Kim

Byunggill Joe

Yunxin Liu

IEEE Access, 2020

MobiPose: real-time multi-person pose estimation on mobile devices.

[BibT_eX]

[DOI]

Proceedings of the SenSys '20: The 18th ACM Conference on Embedded Networked Sensor Systems, 2020

Approximate query service on autonomous IoT cameras.

[BibT_eX]

[DOI]

Proceedings of the MobiSys '20: The 18th Annual International Conference on Mobile Systems, 2020

EMO: real-time emotion recognition from single-eye images for resource-constrained eyewear devices.

[BibT_eX]

[DOI]

Proceedings of the MobiSys '20: The 18th Annual International Conference on Mobile Systems, 2020

A query engine for zero-streaming cameras.

[BibT_eX]

[DOI]

Proceedings of the MobiCom '20: The 26th Annual International Conference on Mobile Computing and Networking, 2020

SCYLLA: QoE-aware Continuous Mobile Vision with FPGA-based Dynamic Deep Neural Network Reconfiguration.

[BibT_eX]

[DOI]

Proceedings of the 39th IEEE Conference on Computer Communications, 2020

Fast Hardware-Aware Neural Architecture Search.

[BibT_eX]

[DOI]

Proceedings of the 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020

PaGraph: Scaling GNN training on large graphs via computation-aware caching.

[BibT_eX]

[DOI]

Proceedings of the SoCC '20: ACM Symposium on Cloud Computing, 2020

Profiling and optimizing deep learning inference on mobile GPUs.

[BibT_eX]

[DOI]

Proceedings of the APSys '20: 11th ACM SIGOPS Asia-Pacific Workshop on Systems, 2020

2019

Hardware-aware One-Shot Neural Architecture Search in Coordinate Ascent Framework.

[BibT_eX]

[DOI]

CoRR, 2019

Approximate Query Processing on Autonomous Cameras.

[BibT_eX]

[DOI]

CoRR, 2019

Supporting Video Queries on Zero-Streaming Cameras.

[BibT_eX]

[DOI]

CoRR, 2019

A First Look at Deep Learning Apps on Smartphones.

[BibT_eX]

[DOI]

Proceedings of the World Wide Web Conference, 2019

secGAN: A Cycle-Consistent GAN for Securely-Recoverable Video Transformation.

[BibT_eX]

[DOI]

Proceedings of the 2019 Workshop on Hot Topics in Video Analytics and Intelligent Edges, 2019

Live Video Analytics with FPGA-based Smart Cameras.

[BibT_eX]

[DOI]

Proceedings of the 2019 Workshop on Hot Topics in Video Analytics and Intelligent Edges, 2019

Occlumency: Privacy-preserving Remote Deep-learning Inference Using SGX.

[BibT_eX]

[DOI]

Proceedings of the 25th Annual International Conference on Mobile Computing and Networking, 2019

HotEdgeVideo'19: Workshop on Hot Topics in Video Analytics and Intelligent Edges.

[BibT_eX]

[DOI]

Ganesh Ananthanarayanan

Yunxin Liu

Yuanchao Shu

Proceedings of the 25th Annual International Conference on Mobile Computing and Networking, 2019

Characterizing and orchestrating NFV-ready servers for efficient edge data processing.

[BibT_eX]

[DOI]

Proceedings of the International Symposium on Quality of Service, 2019

DRL360: 360-degree Video Streaming with Deep Reinforcement Learning.

[BibT_eX]

[DOI]

Proceedings of the 2019 IEEE Conference on Computer Communications, 2019

Efficient and Effective Sparse LSTM on FPGA with Bank-Balanced Sparsity.

[BibT_eX]

[DOI]

Proceedings of the 2019 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays, 2019

Collaborative learning between cloud and end devices: an empirical study on location prediction.

[BibT_eX]

[DOI]

Proceedings of the 4th ACM/IEEE Symposium on Edge Computing, 2019

SeerNet: Predicting Convolutional Neural Network Feature-Map Sparsity Through Low-Bit Quantization.

[BibT_eX]

[DOI]

Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2019

2018

<i>i</i>-<i>Jacob</i>: An Internetware-Oriented Approach to Optimizing Computation-Intensive Mobile Web Browsing.

[BibT_eX]

[DOI]

ACM Trans. Internet Techn., 2018

Characterizing Privacy Risks of Mobile Apps with Sensitivity Analysis.

[BibT_eX]

[DOI]

IEEE Trans. Mob. Comput., 2018

A Tale of Two Fashions: An Empirical Study on the Performance of Native Apps and Web Apps on Android.

[BibT_eX]

[DOI]

IEEE Trans. Mob. Comput., 2018

When Mobile Apps Going Deep: An Empirical Study of Mobile Deep Learning.

[BibT_eX]

[DOI]

CoRR, 2018

Behavior Recognition Based on Wi-Fi CSI: Part 2.

[BibT_eX]

[DOI]

Bin Guo

Yingying (Jennifer) Chen

Nicholas D. Lane

Yunxin Liu

Zhiwen Yu

IEEE Commun. Mag., 2018

Aladdin: Automating Release of Deep-Link APIs on Android.

[BibT_eX]

[DOI]

Proceedings of the 2018 World Wide Web Conference on World Wide Web, 2018

UbiTap: Leveraging Acoustic Dispersion for Ubiquitous Touch Interface on Solid Surfaces.

[BibT_eX]

[DOI]

Proceedings of the 16th ACM Conference on Embedded Networked Sensor Systems, SenSys 2018, 2018

Cutting the Cord: Designing a High-quality Untethered VR System with Low Latency Remote Rendering.

[BibT_eX]

[DOI]

Proceedings of the 16th Annual International Conference on Mobile Systems, 2018

DeepCache: Principled Cache for Mobile Deep Vision.

[BibT_eX]

[DOI]

Proceedings of the 24th Annual International Conference on Mobile Computing and Networking, 2018

2017

SWAROVsky: Optimizing Resource Loading for Mobile Web Browsing.

[BibT_eX]

[DOI]

IEEE Trans. Mob. Comput., 2017

ReWAP: Reducing Redundant Transfers for Mobile Web Browsing via App-Specific Resource Packaging.

[BibT_eX]

[DOI]

IEEE Trans. Mob. Comput., 2017

ShuffleDog: Characterizing and Adapting User-Perceived Latency of Android Apps.

[BibT_eX]

[DOI]

IEEE Trans. Mob. Comput., 2017

Accelerating Convolutional Neural Networks for Continuous Mobile Vision via Cache Reuse.

[BibT_eX]

[DOI]

CoRR, 2017

Behavior Recognition Based on Wi-Fi CSI: Part 1.

[BibT_eX]

[DOI]

Bin Guo

Yingying (Jennifer) Chen

Nicholas D. Lane

Yunxin Liu

Zhiwen Yu

IEEE Commun. Mag., 2017

AppHolmes: Detecting and Characterizing App Collusion among Third-Party Android Markets.

[BibT_eX]

[DOI]

Proceedings of the 26th International Conference on World Wide Web, 2017

Systematically testing background services of mobile apps.

[BibT_eX]

[DOI]

Proceedings of the 32nd IEEE/ACM International Conference on Automated Software Engineering, 2017

Enabling accurate and efficient modeling-based CPU power estimation for smartphones.

[BibT_eX]

[DOI]

Proceedings of the 25th IEEE/ACM International Symposium on Quality of Service, 2017

Latency-based WiFi congestion control in the air for dense WiFi networks.

[BibT_eX]

[DOI]

Proceedings of the 25th IEEE/ACM International Symposium on Quality of Service, 2017

Aladdin: automating release of Android deep links to in-app content.

[BibT_eX]

[DOI]

Proceedings of the 39th International Conference on Software Engineering, 2017

On Building a Programmable Wireless High-Quality Virtual Reality System Using Commodity Hardware.

[BibT_eX]

[DOI]

Proceedings of the 8th Asia-Pacific Workshop on Systems, Mumbai, India, September 2, 2017, 2017

BikeLoc: a Real-time High-Precision Bicycle Localization System Using Synthetic Aperture Radar.

[BibT_eX]

[DOI]

Proceedings of the First Asia-Pacific Workshop on Networking, 2017

2016

Demystifying the Imperfect Client-Side Cache Performance of Mobile Web Browsing.

[BibT_eX]

[DOI]

IEEE Trans. Mob. Comput., 2016

RETHINKING ENERGYPERFORMANCE TRADE-OFF in Mobile Web Page Loading.

[BibT_eX]

[DOI]

GetMobile Mob. Comput. Commun., 2016

ReWAP: Reducing Redundant Transfers for Mobile Web Applications via App-Specific Resource Packaging.

[BibT_eX]

[DOI]

CoRR, 2016

Poster: TapSnoop - Inferring Tapstrokes from Listening to Tap Sound on Mobile Devices.

[BibT_eX]

[DOI]

Proceedings of the 14th Annual International Conference on Mobile Systems, 2016

AMIL: Localizing neighboring mobile devices through a simple gesture.

[BibT_eX]

[DOI]

Proceedings of the IEEE Conference on Computer Communications Workshops, 2016

Smart and Secure: Preserving Privacy in Untrusted Home Routers.

[BibT_eX]

[DOI]

Proceedings of the 7th ACM SIGOPS Asia-Pacific Workshop on Systems, 2016

2015

Data-Driven Composition for Service-Oriented Situational Web Applications.

[BibT_eX]

[DOI]

IEEE Trans. Serv. Comput., 2015

Measurement and Analysis of Mobile Web Cache Performance.

[BibT_eX]

[DOI]

Proceedings of the 24th International Conference on World Wide Web, 2015

Rethinking Energy-Performance Trade-Off in Mobile Web Page Loading.

[BibT_eX]

[DOI]

Proceedings of the 21st Annual International Conference on Mobile Computing and Networking, 2015

Mash Droid: An Approach to Mobile-Oriented Dynamic Services Discovery and Composition by In-App Search.

[BibT_eX]

[DOI]

Proceedings of the 2015 IEEE International Conference on Web Services, 2015

Characterizing RESTful Web Services Usage on Smartphones: A Tale of Native Apps and Web Apps.

[BibT_eX]

[DOI]

Proceedings of the 2015 IEEE International Conference on Web Services, 2015

2014

Design, Realization, and Evaluation of DozyAP for Power-Efficient Wi-Fi Tethering.

[BibT_eX]

[DOI]

IEEE/ACM Trans. Netw., 2014

2013

Towards better CPU power management on multicore smartphones.

[BibT_eX]

[DOI]

Proceedings of the Workshop on Power-Aware Computing and Systems, 2013

V-edge: Fast Self-constructive Power Modeling of Smartphones Based on Battery Voltage Dynamics.

[BibT_eX]

[DOI]

Proceedings of the 10th USENIX Symposium on Networked Systems Design and Implementation, 2013

Optimizing background email sync on smartphones.

[BibT_eX]

[DOI]

Proceedings of the 11th Annual International Conference on Mobile Systems, 2013

MoodScope: building a mood sensor from smartphone usage patterns.

[BibT_eX]

[DOI]

Proceedings of the 11th Annual International Conference on Mobile Systems, 2013

AppMobiCloud: improving mobile web applications by mobile-cloud convergence.

[BibT_eX]

[DOI]

Proceedings of the 5th Asia-Pacific Symposium on Internetware, 2013

2012

DozyAP: power-efficient Wi-Fi tethering.

[BibT_eX]

[DOI]

Proceedings of the 10th International Conference on Mobile Systems, 2012

2010

Design, Realization, and Evaluation of xShare for Impromptu Sharing of Mobile Phones.

[BibT_eX]

[DOI]

IEEE Trans. Mob. Comput., 2010

2009

xShare: supporting impromptu sharing of mobile phones.

[BibT_eX]

[DOI]

Proceedings of the 7th International Conference on Mobile Systems, 2009

Yunxin Liu

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