OFDM-based digital semantic communication with importance awareness

C Liu, C Guo, Y Yang, W Ni… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Semantic communication (SemCom) has received considerable attention for its ability to
reduce data transmission size while maintaining task performance. However, existing works …

Interval design for signal parameter estimation from quantized data

Y Cheng, X Shang, J Li, P Stoica - IEEE Transactions on Signal …, 2022 - ieeexplore.ieee.org
We consider the problem of optimizing the quantization intervals (or thresholds) of low-
resolution analog-to-digital converters (ADCs) via the minimization of a Cramér-Rao bound …

Task-oriented and semantics-aware communication framework for augmented reality

Z Wang, Y Deng, AH Aghvami - arXiv preprint arXiv:2306.15470, 2023 - arxiv.org
Upon the advent of the emerging metaverse and its related applications in Augmented
Reality (AR), the current bit-oriented network struggles to support real-time changes for the …

Accelerated and deep expectation maximization for one-bit MIMO-OFDM detection

M Shao, WK Ma, J Liu, Z Huang - IEEE Transactions on Signal …, 2024 - ieeexplore.ieee.org
In this paper we study the expectation maximization (EM) technique for one-bit MIMO-OFDM
detection (OMOD). Arising from the recent interest in massive MIMO with one-bit analog-to …

Marginalization is not marginal: No bad vae local minima when learning optimal sparse representations

D Wipf - International Conference on Machine Learning, 2023 - proceedings.mlr.press
Although the variational autoencoder (VAE) represents a widely-used deep generative
model, the underlying energy function when applied to continuous data remains poorly …

Goal-oriented Semantic Communications for Avatar-centric Augmented Reality

Z Wang, Y Deng, AH Aghvami - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
With the emergence of the metaverse and its applications in representing humans and
intelligent entities in social and related augmented reality (AR) applications. The current bit …

Enhanced signal detection and constellation design for massive SIMO communications with 1-bit ADCs

D Abdelhameed, K Umebayashi, I Atzeni, A Tölli - IEEE Access, 2023 - ieeexplore.ieee.org
In this paper, we investigate a transmitter and receiver design for a single-user massive
SIMO (single-input multiple-output) system with 1-bit analog-to-digital converters (ADCs) at …

Performance of Quantized Massive MIMO With Fronthaul Rate Constraint Over Quasi-Static Channels

Y Ettefagh, SR Aghdam, G Durisi, S Jacobsson… - IEEE …, 2023 - ieeexplore.ieee.org
We provide a rigorous framework for characterizing and numerically evaluating the error
probability achievable in the uplink and downlink of a fully digital quantized multiuser …

Distributed Inference with Variational Message Passing in Gaussian Graphical Models: Trade-offs in Message Schedules and Convergence Conditions

B Li, N Wu, YC Wu - IEEE Transactions on Signal Processing, 2024 - ieeexplore.ieee.org
Message passing algorithms on graphical models offer a low-complexity and distributed
paradigm for performing marginalization from a high-dimensional distribution. However, the …

Accurate Wideband Localization in Massive MIMO Systems With Low-Resolution ADCs

Y Guan, K Xu, X Cheng - IEEE Transactions on Vehicular …, 2023 - ieeexplore.ieee.org
This article investigates the localization of a mobile station (MS) in a quantized massive
multiple-input multiple-output (MIMO) orthogonal frequency division multiplexing (OFDM) …