62 citations · 122 across the 9 of their papers we have counts for
10 papers
Deep Partial Updating: Towards Communication Efficient Updating for On-device Inference
Zhongnan Qu, Cong Liu, Lothar Thiele
Emerging edge intelligence applications require the server to retrain and update deep neural networks deployed on remote edge nodes to leverage newly collected data samples. Unfort…
Co-Optimizing Performance and Memory FootprintVia Integrated CPU/GPU Memory Management, anImplementation on Autonomous Driving Platform
Soroush Bateni, Zhendong Wang, Yuankun Zhu +2
Cutting-edge embedded system applications, such as self-driving cars and unmanned drone software, are reliant on integrated CPU/GPU platforms for their DNNs-driven workload, such a…
PhysGAN: Generating Physical-World-Resilient Adversarial Examples for Autonomous Driving
Zelun Kong, Junfeng Guo, Ang Li +1
Although Deep neural networks (DNNs) are being pervasively used in vision-based autonomous driving systems, they are found vulnerable to adversarial attacks where small-magnitude p…
Characterizing and Detecting CUDA Program Bugs
Mingyuan Wu, Husheng Zhou, Lingming Zhang +2
While CUDA has become a major parallel computing platform and programming model for general-purpose GPU computing, CUDA-induced bug patterns have not yet been well explored. In thi…
DeepBillboard: Systematic Physical-World Testing of Autonomous Driving Systems
Husheng Zhou, Wei Li, Yuankun Zhu +4
Deep Neural Networks (DNNs) have been widely applied in many autonomous systems such as autonomous driving. Recently, DNN testing has been intensively studied to automatically gene…
DeepRoad: GAN-based Metamorphic Autonomous Driving System Testing
Mengshi Zhang, Yuqun Zhang, Lingming Zhang +2
While Deep Neural Networks (DNNs) have established the fundamentals of DNN-based autonomous driving systems, they may exhibit erroneous behaviors and cause fatal accidents. To reso…
An Efficient Randomized Algorithm for Rumor Blocking in Online Social Networks
Guangmo Tong, Weili Wu, Ling Guo +4
Social networks allow rapid spread of ideas and innovations while the negative information can also propagate widely. When the cascades with different opinions reaching the same us…
Terminal-Set-Enhanced Community Detection in Social Networks
G. Tong, L. Cui, W. Wu +2
Community detection aims to reveal the community structure in a social network, which is one of the fundamental problems. In this paper we investigate the community detection probl…
Supporting Read/Write Applications in Embedded Real-time Systems via Suspension-aware Analysis
Guangmo Tong, Cong Liu
In many embedded real-time systems, applications often interact with I/O devices via read/write operations, which may incur considerable suspension delays. Unfortunately, prior ana…
Supporting Soft Real-Time Sporadic Task Systems on Heterogeneous Multiprocessors with No Utilization Loss
Guangmo Tong, Cong Liu
Heterogeneous multicore architectures are becoming increasingly popular due to their potential of achieving high performance and energy efficiency compared to the homogeneous multi…