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Kaiwen Yu

2 papers indexed

arxiveess.SP2026-07-01

Evolving Intelligent Complex Systems via Intellicise Networks: Architecture, Technologies, and Pathways

Ping Zhang, Rui Meng, Xiaodong Xu, Song Gao, Zixuan Huang, Yaheng Wang, et al.

Future engineering infrastructures are evolving into large-scale, open, heterogeneous, and wirelessly interconnected complex systems. These systems present significant challenges in optimizing network resource utilization, managing high-dimensional information spaces, and accommo…

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arxiveess.SP2026-06-29

Effective Depth in Joint Source-Channel Coding: An Implicit Equilibrium Analysis

Kaiwen Yu, Gang Wu, Xiaodong Xu, Yi Ma, Rahim Tafazolli

A fundamental design question in deep joint source-channel coding (Deep JSCC) remains insufficiently explored: given a channel signal-to-noise ratio (SNR), what effective computation depth is required for semantic reconstruction? Existing Deep JSCC systems typically employ fixed-…

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