Jadwal Sholat

Memuat jadwal sholatโ€ฆ

Ilmu Komputer & AI editorial

Open AccessOA2026

5 Shades of Cooperation: Spectrum Sharing in the Upper-Mid Band

A continuum of inter-operator cooperation shades for MU-MIMO nullforming reveals that minimal metadata exchange unlocks most of the shared-spectrum gain
Alberto Ceresoli; Marco Mezzavilla; Ilario Filippini; Antonio Caponeยท 2026ยท DOI 10.48550/arXiv.2608.23170

The core problem

Spectrum exclusively licensed to each mobile network operator (MNO) is scarce, and assigning it in fixed, frequency-orthogonal blocks leaves much of it idle under heterogeneous, time-varying traffic. Large antenna arrays offer an alternative: an operator can spend part of its spatial degrees of freedom (DoF) serving its own users and part suppressing interference toward others' users (nullforming), letting competing networks reuse the same band.

This raises two questions: does trading DoF for interference suppression beat orthogonal partitioning, and how much coordination is needed to realize the gain? The authors motivate a unified treatment of inter-operator sharing rather than a binary choice between orthogonal partitioning and full cooperation.

Innovation

On the ray-traced digital twin of a real multi-operator deployment with 27 base stations sharing a 7 GHz carrier, the cooperative shades deliver more than a median per-user rate gain over both non-cooperative reuse and orthogonal splitting. The gain is reported as a median per-user rate improvement, indicating broad benefit across users rather than a mean driven by cell-edge outliers.

Crucially, most of this gain requires only minimal inter-operator information exchange. The results indicate that a modest, standardizable metadata exchange, rather than tight joint processing, unlocks most of the value of shared-spectrum operation.

Spectrum exclusively licensed to each mobile network operator (MNO) is scarce, and assigning it in fixed, frequency-orthogonal blocks leaves much of it idle under heterogeneous, time-varying traffic. Large antenna arrays offer an alternative: an operator can spend part of its spatial degrees of freedom (DoF) serving its own users and part suppressing interference toward others' users (nullforming), letting competing networks reuse the same band.
This raises two questions: does trading DoF for interference suppression beat orthogonal partitioning, and how much coordination is needed to realize the gain? The authors motivate a unified treatment of inter-operator sharing rather than a binary choice between orthogonal partitioning and full cooperation.

Why it matters

The findings reframe the spectrum-sharing debate. Rather than treating orthogonal partitioning and full cooperation as the only options, the continuum of shades shows that intermediate cooperation levels capture most of the benefit. The scheduling-aware bound exploiting foreign scheduling decisions represents the upper end of the continuum, while cooperative cross-operator protection already delivers the bulk of the median gain with limited information exchange.

From a standardization perspective, the result is encouraging: a modest metadata exchange, not tight joint processing, is sufficient to unlock most of the value. This lowers the bar for multi-operator deployments in the upper-mid band, where large antenna arrays make nullforming practical. The digital-twin methodology also provides a reproducible way to evaluate sharing policies under realistic propagation and heterogeneous traffic.

Open questions remain about the exact metadata format, latency requirements, and incentive compatibility among competing MNOs, but the paper establishes that the cooperation continuum is a tractable and high-value design space.

Who should read this

CS practitioners and researchers

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