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20162025
most citedOn Deep Learning-Based Channel Decoding

47 citations · 83 across the 20 of their papers we have counts for

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16 papers · 1 filter

cs.IT2025

CSI Obfuscation: Single-Antenna Transmitters Can Not Hide from Adversarial Multi-Antenna Radio Localization Systems

Phillip Stephan, Florian Euchner, Stephan ten Brink

The ability of modern telecommunication systems to locate users and objects in the radio environment raises justified privacy concerns. To prevent unauthorized localization, single…

cs.IT2025

Joint Detection and Decoding: A Graph Neural Network Approach

Jannis Clausius, Marvin Rübenacke, Daniel Tandler +1

Narrowing the performance gap between optimal and feasible detection in inter-symbol interference (ISI) channels, this paper proposes to use graph neural networks (GNNs) for detect…

cs.IT2024

Nested Symmetric Polar Codes

Marvin Rübenacke, Andreas Zunker, Felix Krieg +1

In this paper, we propose a data-driven algorithm to design rate- and length-flexible polar codes. While the algorithm is very general, a particularly appealing use case is the des…

cs.IT2024

ESPARGOS: Phase-Coherent WiFi CSI Datasets for Wireless Sensing Research

Florian Euchner, Stephan ten Brink

The use of WiFi signals to sense the physical environment is gaining popularity, with some common applications being motion detection and transmitter localization. Standard-complia…

cs.IT2023

Deep Reinforcement Learning for mmWave Initial Beam Alignment

Daniel Tandler, Sebastian Dörner, Marc Gauger +1

We investigate the applicability of deep reinforcement learning algorithms to the adaptive initial access beam alignment problem for mmWave communications using the state-of-the-ar…

cs.IT2022

Deep Learning for Uplink CSI-based Downlink Precoding in FDD massive MIMO Evaluated on Indoor Measurements

Florian Euchner, Niklas Süppel, Marc Gauger +2

When operating massive multiple-input multiple-output (MIMO) systems with uplink (UL) and downlink (DL) channels at different frequencies (frequency division duplex (FDD) operation…