Paper Citation Record · LEDGER

Channel-Aware Constellation Design for Digital OTA Computation

As of 12 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 1 inbound Pith citation observation for arXiv:2501.14675.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2501.14675 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T14:59:51.977948Z

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T23:53:08.737472Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-06T23:53:10.650742Z

Reference resolution

22 of 22 outbound references displayed

verified exact0
verified fuzzy21
unresolved1
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d73af1ee-2219-45b3-bfde-8655dda66780 · outbound

This paper cites Wireless for machine learning: A survey,.

Channel-Aware Constellation Design for Digital OTA Computation Wireless for machine learning: A survey,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:59:52.241576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4631620d-86bc-46db-b78d-3b8bd05553bd · outbound

This paper cites 6G wireless systems: Vision, requirements, challenges, insights, and opportunities,.

Channel-Aware Constellation Design for Digital OTA Computation 6G wireless systems: Vision, requirements, challenges, insights, and opportunities,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:59:52.231138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 75982d5d-8644-4b80-abf8-bae3acb426e9 · outbound

This paper cites Over-the-air computation for distributed systems: Something old and something new,.

Channel-Aware Constellation Design for Digital OTA Computation Over-the-air computation for distributed systems: Something old and something new,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:59:52.220445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d7ae5b04-cb10-4187-b056-bf77a5c66705 · outbound

This paper cites A survey on over-the-air computation,.

Channel-Aware Constellation Design for Digital OTA Computation A survey on over-the-air computation,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:59:52.208941Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 093ca7b9-c908-4e29-9e5d-91b5fd919e9b · outbound

This paper cites Computation over multiple-access channels,.

Channel-Aware Constellation Design for Digital OTA Computation Computation over multiple-access channels,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:59:52.197728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 553b4779-3872-4bb4-88e1-e5c318a35e32 · outbound

This paper cites One-bit over-the-air aggre- gation for communication-efficient federated edge learning: Design and convergence analysis,.

Channel-Aware Constellation Design for Digital OTA Computation One-bit over-the-air aggre- gation for communication-efficient federated edge learning: Design and convergence analysis,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:59:52.187171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ef17e3da-de4d-486a-9d07-36ae4020c1af · outbound

This paper cites Distributed learning over a wireless network with FSK-based majority vote,.

Channel-Aware Constellation Design for Digital OTA Computation Distributed learning over a wireless network with FSK-based majority vote,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:59:52.176042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation cbeefe8e-90c7-47a9-a356-fadc0c651735 · outbound

This paper cites Broadband digital over-the- air computation for asynchronous federated edge learning,.

Channel-Aware Constellation Design for Digital OTA Computation Broadband digital over-the- air computation for asynchronous federated edge learning,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:59:52.165846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 092e65d3-5e7c-4d7a-aa14-6155d24ccb8c · outbound

This paper cites Over-the-air computation with DFT-spread OFDM for federated edge learning,.

Channel-Aware Constellation Design for Digital OTA Computation Over-the-air computation with DFT-spread OFDM for federated edge learning,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:59:52.155616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 2c008b1e-3319-4a32-a3cb-8b4b55a1ff01 · outbound

This paper cites Multi-cell non-coherent over-the-air com- putation for federated edge learning,.

Channel-Aware Constellation Design for Digital OTA Computation Multi-cell non-coherent over-the-air com- putation for federated edge learning,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:59:52.145145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e4aa20c0-6412-4125-b50c-b59a61008991 · outbound

This paper cites Over-the-air computation over balanced numer- als,.

Channel-Aware Constellation Design for Digital OTA Computation Over-the-air computation over balanced numer- als,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:59:52.134725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 69556af2-3495-4263-a8de-3c761f7a392d · outbound

This paper cites Radix-partition-based over-the- air aggregation and low-complexity state estimation for IoT systems over wireless fading channels,.

Channel-Aware Constellation Design for Digital OTA Computation Radix-partition-based over-the- air aggregation and low-complexity state estimation for IoT systems over wireless fading channels,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:59:52.124324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 1ea4b1e1-fd04-4d05-9a9b-e0516919fe6d · outbound

This paper cites ChannelComp: A General Method for Computation by Communications,.

Channel-Aware Constellation Design for Digital OTA Computation ChannelComp: A General Method for Computation by Communications,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:59:52.113416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9c5e96e2-4002-4526-b103-79767c905156 · outbound

This paper cites SumComp: Coding for Digital Over-the-Air Computation via the Ring of Integers,.

Channel-Aware Constellation Design for Digital OTA Computation SumComp: Coding for Digital Over-the-Air Computation via the Ring of Integers,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:59:52.103061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ea6cd778-0709-4e83-ba3d-cf627d6eec24 · outbound

This paper cites Over-The-Air Federated Learning Over Scalable Cell-Free Massive MIMO,.

Channel-Aware Constellation Design for Digital OTA Computation Over-The-Air Federated Learning Over Scalable Cell-Free Massive MIMO,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:59:52.092350Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 48e34e3c-726e-4f16-9456-aaa26448f327 · outbound

This paper cites Over-the-Air Computation in Cell-Free Massive MIMO Systems.

Channel-Aware Constellation Design for Digital OTA Computation Over-the-Air Computation in Cell-Free Massive MIMO Systems

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-10T14:59:51.956826Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 31166c97-db8e-4c1e-ac9d-dc854311788c · outbound

This paper cites Making Cell-Free Massive MIMO Competitive With MMSE Processing and Centralized Implementation,.

Channel-Aware Constellation Design for Digital OTA Computation Making Cell-Free Massive MIMO Competitive With MMSE Processing and Centralized Implementation,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:59:52.081284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 40fdabc5-2d47-47d7-91d7-49e462d4344f · outbound

This paper cites User-Centric Cell-Free Massive MIMO Networks: A Survey of Opportunities, Challenges and Solutions,.

Channel-Aware Constellation Design for Digital OTA Computation User-Centric Cell-Free Massive MIMO Networks: A Survey of Opportunities, Challenges and Solutions,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:59:52.069610Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ff246994-23ef-42e7-ba4f-a36993cf6ef1 · outbound

This paper cites Cell-Free Massive MIMO Versus Small Cells,.

Channel-Aware Constellation Design for Digital OTA Computation Cell-Free Massive MIMO Versus Small Cells,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:59:52.058307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation cc741b1a-e827-4d52-a925-5e7eff10ed99 · outbound

This paper cites On the Total Energy Efficiency of Cell-Free Massive MIMO,.

Channel-Aware Constellation Design for Digital OTA Computation On the Total Energy Efficiency of Cell-Free Massive MIMO,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:59:52.047222Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e9b9ab61-8bdc-4ada-8228-6bf7158fb629 · outbound

This paper cites Scalable Cell-Free Massive MIMO Systems,.

Channel-Aware Constellation Design for Digital OTA Computation Scalable Cell-Free Massive MIMO Systems,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:59:52.035369Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 3d1aac6e-ec0c-4391-96f8-d92915e950af · outbound

This paper cites Billingsley, Probability and Measure , 3rd ed.

Channel-Aware Constellation Design for Digital OTA Computation Billingsley, Probability and Measure , 3rd ed

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T14:59:52.022524Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Pith citing papers

Observation 82d4241a-9ce0-41e6-a853-b13236a00e4b · inbound

On Designing Modulation for Over-the-Air Computation -- Part I: Noise-Aware Design cites this paper.

On Designing Modulation for Over-the-Air Computation -- Part I: Noise-Aware Design Channel-Aware Constellation Design for Digital OTA Computation

Reference 31

Resolution: verified exact; local_arxiv, observed 2026-08-06T23:53:10.745375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.