Adversarial Bandits With Multi-User Delayed Feedback: Theory and Application

Y Li, J Guo, Y Li, T Wang, W Jia - IEEE Transactions on Mobile …, 2024 - ieeexplore.ieee.org
The multi-armed bandit (MAB) models have attracted significant research attention due to
their applicability and effectiveness in various real-world scenarios such as resource …

Crowd2: Multi-agent Bandit-based Dispatch for Video Analytics upon Crowdsourcing

Y Chen, S Zhang, Y Yan, Y Jin, N Chen… - … -IEEE Conference on …, 2023 - ieeexplore.ieee.org
Many crowdsourcing platforms are emerging, leveraging the resources of recruited workers
to execute various outsourcing tasks, mainly for those computing-intensive video analytics …

OSCA: Online user-managed server selection and configuration adaptation for interactive mar

X Shi, S Zhang, K Cheng, Y Chen… - 2023 IEEE/ACM 31st …, 2023 - ieeexplore.ieee.org
Interactive mobile augmented reality (MAR) applications such as Connected Lens are
becoming popular, which often rely on deep neural network (NN)-based video analytics …

LENS: Bandwidth-efficient video analytics with adaptive super resolution

M Shan, S Zhang, M Xiao, Y Zhao - Computer Networks, 2022 - Elsevier
Video streaming analytic pipelines are deployed widely nowadays, where in many cases
videos are transmitted continuously from cameras to servers. However, video analytic …

[PDF][PDF] MACRO: Incentivizing Multi-leader Game-based Pareto-efficient Crowdsourcing for Video Analytics

Y Chen, S Zhang, Z Zhou, X Wang, Y Liang… - Proc. of the 40th IEEE …, 2024 - cis.temple.edu
In recent years, many crowdsourcing platforms have emerged, using the resources of
recruited workers to perform diverse outsourcing tasks, where the video analytics attracts …

SFSM: A Serverless Function Scheduling Method for FaaS Applications over Edge Computing

H Tian, C Chen, F Dai, W Dou - 2024 IEEE International …, 2024 - ieeexplore.ieee.org
Serverless edge computing is emerging as an enabler to provision scalable and flexible
Function-as-a-Service (FaaS) applications with lightweight function instances at network …

Crowdsourcing Upon Learning: Energy-Aware Dispatch With Guarantee for Video Analytics

Y Chen, S Zhang, Y Jin, Z Qian, M Xiao… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Over the last decade, the mobile crowdsourcing has become a paradigm to conduct the
manual annotation and further analytics by recruited workers, with their rewards depending …

[PDF][PDF] TileSR: Accelerate On-Device Super-Resolution with Parallel Offloading in Tile Granularity

N Chen, S Zhang, Y Liang, J Wu, Y Chen… - Proc. of the IEEE …, 2024 - nju-cn.github.io
Recent years have witnessed the unprecedented performance of convolutional networks in
image super-resolution (SR). SR involves upscaling a single low-resolution image to meet …