Paper Citation Record · LEDGER

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems

As of 11 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 1 inbound Pith citation observation for arXiv:2501.17874.

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

pith.paper-citation-record.v1
2501.17874 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T19:37:07.476621Z

measured 42 of 42 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T23:56:19.312679Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T23:56:19.434002Z

Reference resolution

41 of 41 outbound references displayed

verified exact0
verified fuzzy32
unresolved9
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation eb32fb59-e86a-42cf-b96d-9f9a74a02451 · outbound

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

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems Over-the-Air Computation in Cell-Free Massive MIMO Systems

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-10T19:37:07.325542Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cfee4ce0-cb63-40ed-a7c3-b201670441f2 · outbound

This paper cites Thirty years of machine learning: The road to pareto-optimal wireless networks,.

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems Thirty years of machine learning: The road to pareto-optimal wireless networks,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:37:08.042909Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 56e87260-2078-471c-8071-380e479ff2b2 · outbound

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

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems Wireless for machine learning: A survey,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-10T19:37:07.334769Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a71f2692-3369-40cd-865f-7f5cba5468ee · outbound

This paper cites Internet of things: A survey on enabling technologies, protocols, and applications,.

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems Internet of things: A survey on enabling technologies, protocols, and applications,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:37:08.023821Z

Source-reported events for the cited work

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Observation d83e1b71-3356-480f-83f0-28604b795be7 · outbound

This paper cites Secret key generation for IRS-assisted multi-antenna systems: A machine learning- based approach,.

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems Secret key generation for IRS-assisted multi-antenna systems: A machine learning- based approach,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:37:08.011563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c10d9b8d-f61e-4e0b-9867-14b9a277ec38 · outbound

This paper cites Advances and open problems in federated learning,.

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems Advances and open problems in federated learning,

Reference 6

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Source-reported events for the cited work

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Observation a24a02ac-2272-4e09-b046-73a217cab370 · outbound

This paper cites Scheduling policies for federated learning in wireless networks,.

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems Scheduling policies for federated learning in wireless networks,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:37:07.993390Z

Source-reported events for the cited work

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Observation 044b97a5-2f24-42c9-96cc-a159ebb30f05 · outbound

This paper cites A joint learning and communications framework for federated learning over wireless networks,.

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems A joint learning and communications framework for federated learning over wireless networks,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:37:07.982447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation cbaef9fe-a8f0-4c3f-85e5-6588b8f75b3c · outbound

This paper cites Convergence time optimiza- tion for federated learning over wireless networks,.

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems Convergence time optimiza- tion for federated learning over wireless networks,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:37:07.971992Z

Source-reported events for the cited work

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Observation be94a72c-4855-4603-aa7b-92eb9b77737c · outbound

This paper cites Cell-free massive MIMO for wireless federated learning,.

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems Cell-free massive MIMO for wireless federated learning,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:37:07.961546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation fb9baf46-5e17-44c7-bb02-e4d0f47acb39 · outbound

This paper cites A compressive sensing approach for federated learning over massive MIMO communication systems,.

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems A compressive sensing approach for federated learning over massive MIMO communication systems,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:37:07.951236Z

Source-reported events for the cited work

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Observation 40d25a8d-4125-4ed0-8d4d-c518d689cdaf · outbound

This paper cites Towards 6G MIMO: Massive Spatial Multiplexing, Dense Arrays, and Interplay Between Electromagnetics and Processing.

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems Towards 6G MIMO: Massive Spatial Multiplexing, Dense Arrays, and Interplay Between Electromagnetics and Processing

Reference 12

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Source-reported events for the cited work

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Observation f1c2cb0e-ebb8-4b1d-8187-006c23bdaf29 · outbound

This paper cites Adaptive quantization resolution and power control for federated learning over cell-free networks,.

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems Adaptive quantization resolution and power control for federated learning over cell-free networks,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:37:07.940321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 1d194aa2-7185-4431-8907-6218b58cd8f2 · outbound

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

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems A survey on over-the-air computation,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:37:07.929637Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation fcd235cf-f0b8-4211-aa10-a622c9e48d25 · outbound

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

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems Over-the-air computation for distributed systems: Something old and something new,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:37:07.919180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a1cd859a-0554-41d2-89f7-95ec0142dee0 · outbound

This paper cites Analyzing the space of functions analog-computable via wireless multiple-access channels,.

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems Analyzing the space of functions analog-computable via wireless multiple-access channels,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:37:07.908310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 00fdab20-2be3-4011-86dc-714b585dda54 · outbound

This paper cites Optimized power control for over-the-air computation in fading channels,.

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems Optimized power control for over-the-air computation in fading channels,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:37:07.896728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b8fb8c89-8517-4068-b98b-153b05c984c7 · outbound

This paper cites Federated learning over-the- air by retransmissions,.

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems Federated learning over-the- air by retransmissions,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:37:07.885604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4c3ffcaa-2191-432f-a6fb-b86f10d53a26 · outbound

This paper cites Reduced-dimension design of MIMO AirComp for data aggregation in clustered IoT networks,.

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems Reduced-dimension design of MIMO AirComp for data aggregation in clustered IoT networks,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:37:07.873677Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f89a2106-228e-43f8-bc37-a143ae5b3ea3 · outbound

This paper cites Transceiver beamforming for over-the-air compu- tation in massive MIMO systems,.

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems Transceiver beamforming for over-the-air compu- tation in massive MIMO systems,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:37:07.862371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 9a8415e1-8c23-40a0-9782-c0ca55614fbf · outbound

This paper cites Joint antenna selection and beamforming for massive MIMO-enabled over-the-air federated learning,.

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems Joint antenna selection and beamforming for massive MIMO-enabled over-the-air federated learning,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:37:07.850957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 28be0c5b-2484-41a7-b963-488680d6b10f · outbound

This paper cites Reconfigurable intelligent surface enabled federated learning: A unified communication-learning design approach,.

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems Reconfigurable intelligent surface enabled federated learning: A unified communication-learning design approach,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:37:07.838554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0d3aec77-2b98-4622-8112-f2981d1ee16a · outbound

This paper cites Over-the-air federated learning and non-orthogonal multiple access unified by reconfigurable intelligent surface,.

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems Over-the-air federated learning and non-orthogonal multiple access unified by reconfigurable intelligent surface,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:37:07.827019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d5d53002-33e7-4691-8cd1-e54440eefb92 · outbound

This paper cites Federated learn- ing via active RIS assisted over-the-air computation,.

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems Federated learn- ing via active RIS assisted over-the-air computation,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:37:07.814170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 327ec827-bdb5-4a17-9f45-c09acbebf77d · outbound

This paper cites Federated learning via over- the-air computation,.

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems Federated learning via over- the-air computation,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:37:07.802466Z

Source-reported events for the cited work

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Observation 4bed5c07-fc37-483e-9b83-7b40fd6ae5ff · outbound

This paper cites User-centric cell-free massive MIMO networks: A survey of opportunities, challenges and solutions,.

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems User-centric cell-free massive MIMO networks: A survey of opportunities, challenges and solutions,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:37:07.790910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ebd31667-972f-4927-937f-595e76f5e953 · outbound

This paper cites Cell-free massive MIMO versus small cells,.

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems Cell-free massive MIMO versus small cells,

Reference 27

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Observation 303e9a72-067c-49f8-afab-9858145e9d1a · outbound

This paper cites User-centric 5G cellular networks: Resource allocation and comparison with the cell-free massive MIMO approach,.

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems User-centric 5G cellular networks: Resource allocation and comparison with the cell-free massive MIMO approach,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:37:07.771566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6e938a02-7859-48b7-99ab-d56d04c7075d · outbound

This paper cites Making cell-free massive MIMO competitive with MMSE processing and centralized implementation,.

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems Making cell-free massive MIMO competitive with MMSE processing and centralized implementation,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:37:07.760164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 18d3d204-0540-41e3-ae46-5e2abdbd4653 · outbound

This paper cites Over-the-air federated learning over scalable cell-free massive MIMO,.

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems Over-the-air federated learning over scalable cell-free massive MIMO,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:37:07.748634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6b1c5b12-cebf-4078-949d-e0b9921c77d0 · outbound

This paper cites Interference management for over-the-air federated learning in multi-cell wireless networks,.

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems Interference management for over-the-air federated learning in multi-cell wireless networks,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:37:07.737253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation d23f9be0-f3bf-4b0f-a733-9c63f7590adc · outbound

This paper cites Deploying federated learning in large-scale cellular networks: Spatial convergence analysis,.

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems Deploying federated learning in large-scale cellular networks: Spatial convergence analysis,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:37:07.725706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 737fc7ce-5243-444c-b878-a360a4606554 · outbound

This paper cites Massive MIMO networks: Spectral, energy, and hardware efficiency,.

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems Massive MIMO networks: Spectral, energy, and hardware efficiency,

Reference 33

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Source-reported events for the cited work

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Observation 090e3fa1-ef52-41d7-9161-fbd5d862634e · outbound

This paper cites Hybrid deterministic-stochastic methods for data fitting,.

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems Hybrid deterministic-stochastic methods for data fitting,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:37:07.707854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 04a98f99-e2fa-404d-b0d4-8a30bac8765c · outbound

This paper cites Optimization methods for large- scale machine learning,.

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems Optimization methods for large- scale machine learning,

Reference 35

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Source-reported events for the cited work

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Observation c52c875c-93cd-48ce-939f-f225f73d36c6 · outbound

This paper cites Further advancements for E-UTRA physical layer aspects,.

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems Further advancements for E-UTRA physical layer aspects,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:37:07.689388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 1f742187-f6f5-46a5-ac95-ec51b2109ac9 · outbound

This paper cites Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms.

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-10T19:37:07.460944Z

Source-reported events for the cited work

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Observation 30c71420-6a54-4467-bdb7-720859a9168f · outbound

This paper cites Gradient-based learning applied to document recognition,.

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems Gradient-based learning applied to document recognition,

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-10T19:37:07.465096Z

Source-reported events for the cited work

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Observation fdf9325f-2261-414e-b80e-24a5d112bd32 · outbound

This paper cites EMNIST: Ex- tending MNIST to handwritten letters,.

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems EMNIST: Ex- tending MNIST to handwritten letters,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:37:07.671418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a5839515-86dc-42a6-aa9f-3fc87f31745e · outbound

This paper cites The loss surfaces of multilayer networks,.

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems The loss surfaces of multilayer networks,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:37:07.660063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 68701afe-8fdd-4b6a-a53b-6df7b8840504 · outbound

This paper cites ChannelComp: A general method for computation by communications,.

Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems ChannelComp: A general method for computation by communications,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:37:07.647983Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Pith citing papers

Observation 15b8955e-b8f5-4d16-b259-9e1572c2d76d · inbound

On Designing Modulation for Over-the-Air Computation -- Part II: Pyramid Sampling cites this paper.

On Designing Modulation for Over-the-Air Computation -- Part II: Pyramid Sampling Multi-Task Over-the-Air Federated Learning in Cell-Free Massive MIMO Systems

Reference 25

Resolution: verified exact; local_arxiv, observed 2026-08-06T23:56:19.442917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.