Regularized Approximate Message Passing for Overloaded Discrete Linear Inversion

2026-04-07T08:51:45Zbc7fc1627d1c86aaece1f4565e4164659c87f66605d6c62bad54a089cb280071
CSI-predictionDOA-estimationLLMMIMOO-RANOTFSRAMPUAVair-to-groundapproximate-message-passingcell-free-massive-MIMOdeep-JSCCenergy-efficiencylocalizationmetasurfacesmovable-antennasphysical-neural-networkssatellite-wireless-energy-transfersemantic-communicationswireless-communications

What happened

Collection of new arXiv papers (Apr 7, 2026) on wireless communications and sensing. Key contributions include: RAMP (Regularized Approximate Message Passing) for overloaded discrete MIMO that enforces discrete constellations within AMP and reduces per-iteration complexity from O(M^3) to O(NM) with an L2-regularized robust variant; a measurement-driven birth model for GLMB filtering; an LLM-based, physics-aware CSI predictor for high-mobility OTFS that incorporates mobility descriptors to improve NMSE; joint orchestration methods for O-RAN cell-free massive MIMO with wireless fronthaul that (a

Why it matters

A reviewed impact interpretation has not been published for this record.

Evidence and limitations

Source ID
arxiv_eess_sp
Record identifier
bc7fc1627d1c86aaece1f4565e4164659c87f66605d6c62bad54a089cb280071
Enrichment time
2026-04-07T08:51:45Z
AI-assisted enrichment
Yes

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