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20222026
most citedLearning Representations for CSI Adaptive Quantization and Feedback

4 citations · 6 across the 32 of their papers we have counts for

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6 papers · 1 filter

eess.SP2026

OTFS Channel Estimation Utilizing Sparse Bayesian Generative Modelling

Louis Anseaume, Benedikt Böck, Franz Weißer +1

One of the key challenges of future wireless communication systems is ensuring reliability in high-speed mobile scenarios, where accurate recovery of channel state information (CSI…

eess.SP2026

Lightweight Beam Index Map Using Coupled Gaussian Mixture Models

Amar Kasibovic, Franz Weißer, Wolfgang Utschick

This paper addresses the beam alignment problem in MIMO systems from a decentralized, mobile terminal (MT)-centric perspective. We propose a lightweight machine learning approach t…

eess.SP2026

Joint Access Point Selection and Precoder Design under Statistical CSI

Tim N. Faisst, Franz Weißer, Wolfgang Utschick

This work addresses joint access point (AP) selection and precoding for sum-rate maximization under statistical channel state information (CSI) in multi-AP multi-user systems. To t…

eess.SP2026

Efficient Channel Prediction based on Gram-Square-Root Factorization using GMMs

Kathrin Klein, Amar Kasibovic, Michael Joham +2

Accurate channel state information (CSI) is critical for downlink (DL)-multi-user (MU)-multiple-input multiple-output (MIMO) systems, where feedback delays and mobility can degrade…

eess.SP2026

Context-Aware CSI Prediction for Access Point Selection Utilizing Conditional VAEs

Franz Weißer, Amar Kasibovic, Wolfgang Utschick

Indoor wireless communication environments are strongly influenced by dynamic conditions, which affect channel state information (CSI) and, consequently, the precoding strategy and…

eess.SP2026

On the Optimality of Rate Balancing for Max-Min Fair Multicasting

Sadaf Syed, Wolfgang Utschick, Michael Joham

The max-min fair (MMF) multicasting problem is known to be NP-hard. In this work, we analytically derive the optimal solution to this NP-hard problem and establish the equivalence…