most citedTimely Communications for Remote Inference

28 citations · 34 across the 5 of their papers we have counts for

collaborators

6 papers

cs.NI2026

Analysis and Optimization of Age of Information in Large-Scale Random Access Networks

Yueqi Chen, Siqi Fan, Zhuoyi Zhao +2

We consider a large-scale network where multiple nodes transmit time-sensitive information via a shared channel to a wireless base station using a Carrier-Sense Multiple Access (CS…

cs.NI2024★ 1 cited

Network Optimization in Dynamic Systems: Fast Adaptation via Zero-Shot Lagrangian Update

I-Hong Hou

This paper addresses network optimization in dynamic systems, where factors such as user composition, service requirements, system capacity, and channel conditions can change abrup…

cs.IT2024

Second-Order Analysis of CSMA Protocols for Age-of-Information Minimization

Siqi Fan, I-Hong Hou

This paper introduces a general framework to analyze and optimize age-of-information (AoI) in CSMA protocols for distributed uplink transmissions. The proposed framework combines t…

cs.NI2024★ 5 cited

AoI, Timely-Throughput, and Beyond: A Theory of Second-Order Wireless Network Optimization

Daojing Guo, Khaled Nakhleh, I-Hong Hou +2

This paper introduces a new theoretical framework for optimizing second-order behaviors of wireless networks. Unlike existing techniques for network utility maximization, which onl…

cs.NI2024

Optimizing Age of Information in Random Access Networks: A Second-Order Approach for Active/Passive Users

Siqi Fan, Yuxin Zhong, I-Hong Hou +1

In this paper, we study the moments of the Age of Information (AoI) for both active and passive users in a random access network. In this network, active users broadcast sensing da…

cs.NI2024★ 28 cited

Timely Communications for Remote Inference

Md Kamran Chowdhury Shisher, Yin Sun, I-Hong Hou

In this paper, we analyze the impact of data freshness on remote inference systems, where a pre-trained neural network blue infers a time-varying target (e.g., the locations of veh…