Waveforms for Computing Over the Air
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Abstract (arXiv)
Over-the-air computation (AirComp) leverages the signal-superposition characteristic of wireless multiple access channels to perform mathematical computations. Initially introduced to enhance communication reliability in interference channels and wireless sensor networks, AirComp has more recently found applications in task-oriented communications, like wireless distributed learning and in wireless control systems. Its adoption aims to address latency challenges arising from an increased number of edge devices or Internet of Things (IoT) devices accessing the constrained wireless spectrum. This paper is the first one to focus on the physical layer of these systems. We present a unified framework, specifically on the waveform and the signal processing aspects at the transmitter and receiver to meet the challenges that AirComp presents within the different contexts and use cases.
Key facts. Cited by 6 papers in the map (data through 7 Oct 2026). First posted on arXiv 27 May 2024.
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Citing papers per year: 2024: 1; 2025: 3; 2026: 2.
6 papers.
- 2024Private Collaborative Edge Inference via Over-the-Air Computationcited by 4
- 2025Over-the-Air Federated Learning: Rethinking Edge AI Through Signal Processingcited by 3
- 2025VecComp: Vector Computing via MIMO Digital Over-the-Air Computationcited by 1
- 2025Robust Over-the-Air Computation with Type-Based Multiple Accesscited by 0
- 2026Out-of-Air Computation: Enabling Structured Function Extraction from Wireless Superpositioncited by 0
- 2026Resource-Element Energy Difference for Noncoherent Over-the-Air Federated Learningcited by 0
- 2026Resource-Element Energy Difference for Noncoherent Over-the-Air Federated Learning8 May 2026
- 2026Out-of-Air Computation: Enabling Structured Function Extraction from Wireless Superposition5 Apr 2026
- 2025Over-the-Air Federated Learning: Rethinking Edge AI Through Signal Processing3 Dec 2025
- 2025VecComp: Vector Computing via MIMO Digital Over-the-Air Computation4 Nov 2025
- 2025Robust Over-the-Air Computation with Type-Based Multiple Access26 Feb 2025
- 2024Private Collaborative Edge Inference via Over-the-Air Computation30 Jul 2024