mlsanityData to 14 Oct 2026

Hybrid Channel Estimation with Quantized Phase Feedback for Over-the-Air Computation

arXiv 2601.16054 ↗First posted 22 Jan 2026eess.SPcited by 0

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Abstract (arXiv)

To reduce the signaling overhead of over-the-air computation, a hybrid channel estimation scheme is proposed, where reciprocity-based and feedback-based channel estimation are combined. In particular, the impact of quantized phase-feedback is studied while the amplitude is assumed estimated exactly. The scheme enables selecting the estimation precision of amplitude and phase separately, depending on the importance of each. Two variants of the scheme are proposed: As shown through simulations and theory, the second variant with reciprocity-based estimation of the channel phase, and optimal quantization of phase feedback, can outperform the first variant estimating the phase by feedback only.

Key facts. No citing papers in the map yet (data through 14 Oct 2026). Builds on 7 of its 21 references that are in the map. First posted on arXiv 22 Jan 2026.

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7 of 21 references.

References · 7

  1. 2019Advances and Open Problems in Federated Learningcited by 3,046
  2. 2018Broadband Analog Aggregation for Low-Latency Federated Edge Learning (Extended Version)cited by 191
  3. 2022A Survey on Over-the-Air Computationcited by 21
  4. 2021Over-the-Air Aggregation for Federated Learning: Waveform Superposition and Prototype Validationcited by 10
  5. 2025On the Feasibility of Distributed Phase Synchronization for Coherent Signal Superpositioncited by 3
  6. 2024Massive Synchrony in Distributed Antenna Systemscited by 2
  7. 2022Correctly Modeling TX and RX Chain in (Distributed) Massive MIMO -- New Fundamental Insights on Coherencycited by 1

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  1. 2025On Designing Modulation for Over-the-Air Computation -- Part II: Pyramid Sampling
  2. 2025On Designing Modulation for Over-the-Air Computation -- Part I: Noise-Aware Design
  3. 2025Discrete Beamforming Optimization for RISs with a Limited Phase Range and Amplitude Attenuation
  4. 2025Adaptive Channel Estimation and Quantized Feedback for RIS Assisted Optical Wireless Communication Systems ↗
  5. 2025Digitalizing Over-the-Air Computation via The Novel Complement Coded Modulation
  6. 2026DOA Estimation from One-Bit Magnitude-Only Measurements via Sign-Consistency Optimization
  7. 2026Out-of-Air Computation: Enabling Structured Function Extraction from Wireless Superposition
  8. 2024Optimal Configuration of Reconfigurable Intelligent Surfaces With Non-uniform Phase Quantization