10 citations · 13 across the 6 of their papers we have counts for
6 papers
Optimizing Edge Offloading Decisions for Object Detection
Jiaming Qiu, Ruiqi Wang, Brooks Hu +2
Recent advances in machine learning and hardware have produced embedded devices capable of performing real-time object detection with commendable accuracy. We consider a scenario i…
On the Benefits of Traffic "Reprofiling" -- The Multiple Hops Case -- Part I
Jiaming Qiu, Jiayi Son, Roch Guerin +1
This paper considers networks where user traffic is regulated through deterministic traffic profiles, e.g., token buckets, and requires hard delay bounds. The network's goal is to…
Progressive Neural Compression for Adaptive Image Offloading under Timing Constraints
Ruiqi Wang, Hanyang Liu, Jiaming Qiu +3
IoT devices are increasingly the source of data for machine learning (ML) applications running on edge servers. Data transmissions from devices to servers are often over local wire…
On the Benefits of Traffic "Reprofiling'' -- The Single Hop Case
Jiayi Song, Jiaming Qiu, Roch Guerin +1
The need to guarantee hard delay bounds to traffic flows with deterministic traffic profiles, e.g., token buckets, arises in a number of network settings. Of interest are solutions…
Real-Time Edge Classification: Optimal Offloading under Token Bucket Constraints
Ayan Chakrabarti, Roch Guérin, Chenyang Lu +1
To deploy machine learning-based algorithms for real-time applications with strict latency constraints, we consider an edge-computing setting where a subset of inputs are offloaded…
When Two is Worse Than One
R. Guerin
This note is concerned with the impact on job latency of splitting a token bucket into multiple sub-token buckets with equal aggregate parameters and offered the same job arrival p…