119 citations · 197 across the 27 of their papers we have counts for
28 papers
Learning and Communications Co-Design for Remote Inference Systems: Feature Length Selection and Transmission Scheduling
Md Kamran Chowdhury Shisher, Bo Ji, I-Hong Hou +1
In this paper, we consider a remote inference system, where a neural network is used to infer a time-varying target (e.g., robot movement), based on features (e.g., video clips) th…
A Worst-Case Approximate Analysis of Peak Age-of-Information Via Robust Queueing Approach
Zhongdong Liu, Yu Sang, Bin Li +1
A new timeliness metric, called Age-of-Information (AoI), has recently attracted a lot of research interests for real-time applications with information updates. It has been extens…
(Private) Kernelized Bandits with Distributed Biased Feedback
Fengjiao Li, Xingyu Zhou, Bo Ji
In this paper, we study kernelized bandits with distributed biased feedback. This problem is motivated by several real-world applications (such as dynamic pricing, cellular network…
On Scheduling Ring-All-Reduce Learning Jobs in Multi-Tenant GPU Clusters with Communication Contention
Menglu Yu, Bo Ji, Hridesh Rajan +1
Powered by advances in deep learning (DL) techniques, machine learning and artificial intelligence have achieved astonishing successes. However, the rapidly growing needs for DL al…
Differentially Private Linear Bandits with Partial Distributed Feedback
Fengjiao Li, Xingyu Zhou, Bo Ji
In this paper, we study the problem of global reward maximization with only partial distributed feedback. This problem is motivated by several real-world applications (e.g., cellul…
Towards Optimal Tradeoff Between Data Freshness and Update Cost in Information-update Systems
Zhongdong Liu, Bin Li, Zizhan Zheng +2
In this paper, we consider a discrete-time information-update system, where a service provider can proactively retrieve information from the information source to update its data a…