50 citations · 155 across the 23 of their papers we have counts for
14 papers · 1 filter
4C: A Computation, Communication, and Control Co-Design Framework for CAVs
Liangkai Liu, Shaoshan Liu, Weisong Shi
Connected and autonomous vehicles (CAVs) are promising due to their potential safety and efficiency benefits and have attracted massive investment and interest from government agen…
Revisiting the Arguments for Edge Computing Research
Blesson Varghese, Eyal de Lara, Aaron Ding +8
This article argues that low latency, high bandwidth, device proliferation, sustainable digital infrastructure, and data privacy and sovereignty continue to motivate the need for e…
Computing Systems for Autonomous Driving: State-of-the-Art and Challenges
Liangkai Liu, Sidi Lu, Ren Zhong +4
The recent proliferation of computing technologies (e.g., sensors, computer vision, machine learning, and hardware acceleration), and the broad deployment of communication mechanis…
A Case For Adaptive Deep Neural Networks in Edge Computing
Francis McNamee, Schahram Dustadar, Peter Kilpatrick +3
Edge computing offers an additional layer of compute infrastructure closer to the data source before raw data from privacy-sensitive and performance-critical applications is transf…
A Survey on Edge Performance Benchmarking
Blesson Varghese, Nan Wang, David Bermbach +4
Edge computing is the next Internet frontier that will leverage computing resources located near users, sensors, and data stores to provide more responsive services. Therefore, it…
pCAMP: Performance Comparison of Machine Learning Packages on the Edges
Xingzhou Zhang, Yifan Wang, Weisong Shi
Machine learning has changed the computing paradigm. Products today are built with machine intelligence as a central attribute, and consumers are beginning to expect near-human int…