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N. Shroff

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Preprint Aug 2026

Online Scheduling for Throughput Maximization of Time-varying Markovian Channels with Unknown Statistics

We consider a wireless scheduling problem in downlink wireless networks with unknown channel statistics, where a Base Station (BS) sends data to multiple users. The scheduling performance relies heavily on accurate Channel State Information (CSI), which is often costly to acquire. In this paper, CSI is obtained from AC...

Tasmeen Zaman Ornee, C. Kam, N. Shroff · 0 citations
Preprint Aug 2026

Abstractions for Network Intelligence: A Reference Architecture for AI at the Wireless Edge

A reference architecture that abstractly enables the synergistic interaction of intelligent applications and the intelligent network, via an information waist, and also supports the network intelligence services in the emerging intelligence plane in networks is described.

Salil Reddy, Haohuang Wen, N. Shroff et al. · 0 citations

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