3 papers
cs.NI2026
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.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…