most citedHybrid Downlink Beamforming with Outage Constraints under Imperfect CSI using Model-Driven Deep Learning

1 citations · 1 across the 1 of their papers we have counts for

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eess.SP2026★ 1 cited

Hybrid Downlink Beamforming with Outage Constraints under Imperfect CSI using Model-Driven Deep Learning

Lukas Schynol, Marius Pesavento

We consider energy-efficient multi-user hybrid downlink beamforming (BF) and power allocation under imperfect channel state information (CSI) and probabilistic outage constraints.…

cs.LG2025

Adaptive Anomaly Detection in Network Flows with Low-Rank Tensor Decompositions and Deep Unrolling

Lukas Schynol, Marius Pesavento

Anomaly detection (AD) is increasingly recognized as a key component for ensuring the resilience of future communication systems. While deep learning has shown state-of-the-art AD…