activity
20232026
most citedTimely Communications for Remote Inference

28 citations · 28 across the 6 of their papers we have counts for

collaborators

6 papers

cs.NI2026

Adaptive Underwater Acoustic Communications with Limited Feedback: An AoI-Aware Hierarchical Bandit Approach

Fabio Busacca, Andrea Panebianco, Yin Sun

Underwater Acoustic (UWA) networks are vital for remote sensing and ocean exploration but face inherent challenges such as limited bandwidth, long propagation delays, and highly dy…

cs.IT2025

Computation and Communication Co-scheduling for Multi-Task Remote Inference

Md Kamran Chowdhury Shisher, Adam Piaseczny, Yin Sun +1

In multi-task remote inference systems, an intelligent receiver (e.g., command center) performs multiple inference tasks (e.g., target detection) using data features received from…

cs.NI2024

Goal-Oriented Status Updating for Real-time Remote Inference over Networks with Two-Way Delay

Cagri Ari, Md Kamran Chowdhury Shisher, Yin Sun +1

We study a setting where an intelligent model (e.g., a pre-trained neural network) infers the real-time value of a target signal using data samples transmitted from a remote source…

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…

cs.IT2024

On the Monotonicity of Information Aging

MD Kamran Chowdhury Shisher, Yin Sun

In this paper, we analyze the monotonicity of information aging in a remote estimation system, where historical observations of a Gaussian autoregressive AR(p) process are used to…

cs.NI2023

Goal-Oriented Communications for Remote Inference under Two-Way Delay with Memory

Cagri Ari, Md Kamran Chowdhury Shisher, Elif Uysal +1

We study the design of a goal-oriented sampling and scheduling strategy through a channel with highly variable two-way random delay, which can exhibit memory (e.g., Delay and Disru…