Task-oriented sensing, computation, and communication integration for multi-device edge AI

D Wen, P Liu, G Zhu, Y Shi, J Xu… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
This paper studies a new multi-device edge artificial-intelligent (AI) system, which jointly
exploits the AI model split inference and integrated sensing and communication (ISAC) to …

Deep task-based quantization

N Shlezinger, YC Eldar - Entropy, 2021 - mdpi.com
Quantizers play a critical role in digital signal processing systems. Recent works have
shown that the performance of acquiring multiple analog signals using scalar analog-to …

LoRD-Net: Unfolded deep detection network with low-resolution receivers

S Khobahi, N Shlezinger… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
The need to recover high-dimensional signals from their noisy low-resolution quantized
measurements is widely encountered in communications and sensing. In this paper, we …

Power-efficient hybrid MIMO receiver with task-specific beamforming using low-resolution ADCs

T Zirtiloglu, N Shlezinger, YC Eldar… - ICASSP 2022-2022 …, 2022 - ieeexplore.ieee.org
Multiple-input multiple-output (MIMO) systems utilize multiple antennas and signal
acquisition chains, facilitating multi-user communications with increased spectral efficiency …

Design and analysis of hardware-limited non-uniform task-based quantizers

NI Bernardo, J Zhu, YC Eldar… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Hardware-limited task-based quantization is a new design paradigm for data acquisition
systems equipped with serial scalar analog-to-digital converters using a small number of …

Bit constrained communication receivers in joint radar communications systems

D Ma, N Shlezinger, T Huang, Y Liu… - ICASSP 2021-2021 …, 2021 - ieeexplore.ieee.org
Dual function radar and communications (DFRC) systems are the focus of growing research
attention. The common DFRC setup considers simultaneous probing and information …

Robust task-specific beamforming with low-resolution ADCs for power-efficient hybrid MIMO receivers

E Tasci, T Zirtiloglu, A Yasar, YC Eldar… - arXiv preprint arXiv …, 2022 - arxiv.org
Multiple-input multiple-output (MIMO) systems exploit spatial diversity to facilitate multi-user
communications with high spectral efficiency by beamforming. As MIMO systems utilize …

Pragmatic Communication in Multi-Agent Collaborative Perception

Y Hu, X Pang, X Qin, YC Eldar, S Chen… - arXiv preprint arXiv …, 2024 - arxiv.org
Collaborative perception allows each agent to enhance its perceptual abilities by
exchanging messages with others. It inherently results in a trade-off between perception …

Automotive RADAR sub-sampling via object detection networks: Leveraging prior signal information

M Sakthi, M Arvinte, H Vikalo - IEEE Open Journal of Intelligent …, 2023 - ieeexplore.ieee.org
In recent years, automotive radar has attracted considerable attention due to the growing
interest in autonomous driving technologies. Acquiring situational awareness using …

Hardware Implementation of Task-Based Quantization in Multiuser Signal Recovery

X Zhang, H Zhang, N Glazer, O Cohen… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
Quantization plays a critical role in digital signal processing systems, allowing the
representation of continuous-amplitude signals with a finite number of bits. However …