Paper Citation Record · LEDGER

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO

As of 11 August 2026, this Paper Citation Record lists 40 of 40 outbound references and 0 inbound Pith citation observations for arXiv:2502.05538.

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

pith.paper-citation-record.v1
2502.05538 v1

Coverage vector

measured 40 of 40 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T19:02:23.380121Z

measured 40 of 40 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 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

40 of 40 outbound references displayed

verified exact1
verified fuzzy36
unresolved3
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fe510618-8943-4ad0-a1b8-f8d768ad8fac · outbound

This paper cites IRS channel estimation in cell-free MIMO network: A coalition formation guided federated learning approach,.

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO IRS channel estimation in cell-free MIMO network: A coalition formation guided federated learning approach,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:02:23.934088Z

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 e0f3d5d2-f6ad-4a13-8593-c8f33c125e8a · outbound

This paper cites Five disruptive technology directions for 5G,.

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO Five disruptive technology directions for 5G,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:02:23.919556Z

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 655a464d-5d11-4145-8730-2b5e7ba0822f · outbound

This paper cites Massive MIMO for next generation wireless systems,.

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO Massive MIMO for next generation wireless systems,

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-08T19:02:23.217904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a009127e-68b5-4356-b576-3d3539db8bc8 · outbound

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

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO Massive MIMO networks: Spectral, energy, and hardware efficiency,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:02:23.896282Z

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 22974e9f-5ba6-4590-8549-d22e43c2cca4 · outbound

This paper cites Spectral efficiency improve- ment and power control optimization of massive mimo networks,.

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO Spectral efficiency improve- ment and power control optimization of massive mimo networks,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:02:23.883119Z

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 4e1565c5-aed0-4d4c-aaac-c8bd7b9cd304 · outbound

This paper cites Deep reinforcement learning-based intelligent reflecting surface for secure wireless communications,.

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO Deep reinforcement learning-based intelligent reflecting surface for secure wireless communications,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:02:23.869091Z

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 b7c4672a-733d-4aa7-a18a-60d4de8d1c2c · outbound

This paper cites A programmable wireless world with reconfigurable intelligent surfaces,.

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO A programmable wireless world with reconfigurable intelligent surfaces,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:02:23.855819Z

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 d8aa86b1-5eed-4df7-a9fd-82e322ce7b3d · outbound

This paper cites Reconfiguring wireless environments via intelligent surfaces for 6G: reflection, modulation, and security,.

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO Reconfiguring wireless environments via intelligent surfaces for 6G: reflection, modulation, and security,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:02:23.843818Z

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 f0c434ea-d981-446d-b3f8-c557b92f0f46 · outbound

This paper cites Two-timescale design for reconfigurable intelligent surface-aided massive MIMO systems with imperfect CSI,.

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO Two-timescale design for reconfigurable intelligent surface-aided massive MIMO systems with imperfect CSI,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:02:23.831428Z

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 9467860e-2f09-4140-a539-61be52ad9528 · outbound

This paper cites Achievable rate optimization for aerial intelligent reflecting surface-aided cell-free massive MIMO system,.

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO Achievable rate optimization for aerial intelligent reflecting surface-aided cell-free massive MIMO system,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:02:23.818649Z

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 6157493a-686e-4dd0-8d45-79e100db1e87 · outbound

This paper cites Transmit/passive beamforming design for multi-IRS assisted cell-free MIMO networks,.

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO Transmit/passive beamforming design for multi-IRS assisted cell-free MIMO networks,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:02:23.805177Z

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 32a111a8-0453-43a7-b4b5-9e70e8cbf168 · outbound

This paper cites Cell-free MIMO systems powered by intelligent reflecting surfaces,.

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO Cell-free MIMO systems powered by intelligent reflecting surfaces,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:02:23.792497Z

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 74229717-cc21-46ac-9049-1ab271706806 · outbound

This paper cites Fairness-aware location and hybrid beamforming optimization in IRSs-aided cell- free MIMO system,.

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO Fairness-aware location and hybrid beamforming optimization in IRSs-aided cell- free MIMO system,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:02:23.779353Z

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 831c1c39-7449-44a5-be48-a6ba0714dcee · outbound

This paper cites Network deployment with energy efficiency optimization in IRS-assisted cell-free MIMO system,.

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO Network deployment with energy efficiency optimization in IRS-assisted cell-free MIMO system,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:02:23.765897Z

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 541b7f21-6175-4420-9a92-6288376668fe · outbound

This paper cites Reconfigurable intelligent surfaces aided energy efficiency maximization in cell-free networks,.

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO Reconfigurable intelligent surfaces aided energy efficiency maximization in cell-free networks,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:02:23.752235Z

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 6c7a04ad-2de4-4cce-81ed-52e187f106a6 · outbound

This paper cites Channel estimation and low-complexity beamforming design for passive intelligent surface assisted MISO wire- less energy transfer,.

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO Channel estimation and low-complexity beamforming design for passive intelligent surface assisted MISO wire- less energy transfer,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:02:23.737017Z

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 14663d18-189b-4594-92c0-357212b48206 · outbound

This paper cites Cascaded channel estimation for large intelligent metasurface assisted massive MIMO,.

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO Cascaded channel estimation for large intelligent metasurface assisted massive MIMO,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:02:23.723379Z

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 e1bd8570-4d21-4de8-b02e-ea88ff1d0c37 · outbound

This paper cites Trice: A channel estimation framework for RIS-aided millimeter-wave MIMO systems,.

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO Trice: A channel estimation framework for RIS-aided millimeter-wave MIMO systems,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:02:23.710189Z

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 a05f4495-93d0-4fa7-9cf5-bf9c02e1eec2 · outbound

This paper cites Deep learning-based joint channel estimation and csi feedback for RIS-assisted communications,.

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO Deep learning-based joint channel estimation and csi feedback for RIS-assisted communications,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:02:23.697936Z

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 b94b0239-c24b-4add-a3ab-1b5d442399d0 · outbound

This paper cites Pruning the pilots: Deep learning- based pilot design and channel estimation for MIMO-OFDM systems,.

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO Pruning the pilots: Deep learning- based pilot design and channel estimation for MIMO-OFDM systems,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:02:23.685411Z

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 a6d68190-8070-4f9c-b5e2-7f98aaa3d5ee · outbound

This paper cites Distributed machine learning for wireless communication networks: Techniques, ar- chitectures, and applications,.

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO Distributed machine learning for wireless communication networks: Techniques, ar- chitectures, and applications,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:02:23.671820Z

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 8635e687-4db0-45ac-892c-6ce6ee5a5f46 · outbound

This paper cites Distributed machine learning based downlink channel estimation for RIS assisted wireless communications,.

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO Distributed machine learning based downlink channel estimation for RIS assisted wireless communications,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:02:23.658439Z

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 a9437ea0-700f-4bc5-a29d-41579507ac3e · outbound

This paper cites Federated learning for channel estimation in conventional and RIS-assisted massive MIMO,.

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO Federated learning for channel estimation in conventional and RIS-assisted massive MIMO,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:02:23.646380Z

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 52c017c3-a464-4bfc-962b-7112318bdd07 · outbound

This paper cites Federated learning enabled channel estimation for RIS-aided multi-user wireless systems,.

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO Federated learning enabled channel estimation for RIS-aided multi-user wireless systems,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:02:23.633632Z

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 5e926c20-c5bf-45f6-b934-ac07041616d9 · outbound

This paper cites Federated learning- based channel estimation for RIS-aided communication systems,.

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO Federated learning- based channel estimation for RIS-aided communication systems,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:02:23.620703Z

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 5fa57d8e-c89b-4921-87cc-724236b7a9ca · outbound

This paper cites Heterogeneous Federated Learning.

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO Heterogeneous Federated Learning

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-08T19:02:23.315520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c51b5551-7c96-46ab-9960-cc778e021b28 · outbound

This paper cites Data-free knowledge distillation for heterogeneous federated learning,.

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO Data-free knowledge distillation for heterogeneous federated learning,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:02:23.607356Z

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 f233b16a-4e61-40a1-8ba7-5164b9a7bc03 · outbound

This paper cites A Coalition Formation Game Approach for Personalized Federated Learning.

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO A Coalition Formation Game Approach for Personalized Federated Learning

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-08-08T19:02:23.421324Z

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 29fa7f98-323c-406d-8ccb-0ff1285c38d0 · outbound

This paper cites Coalitional federated learning: Improving communication and training on non-iid data with selfish clients,.

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO Coalitional federated learning: Improving communication and training on non-iid data with selfish clients,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:02:23.594553Z

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 9b6fac7b-2ffe-4af9-92a9-40a91172b11d · outbound

This paper cites Joint design of coalition formation and semi-blind channel estimation in fog radio access networks,.

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO Joint design of coalition formation and semi-blind channel estimation in fog radio access networks,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:02:23.581248Z

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 56973d03-f0fd-411f-995f-b77acc12e220 · outbound

This paper cites Deep reinforcement learning based coalition formation for energy trading in smart grid,.

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO Deep reinforcement learning based coalition formation for energy trading in smart grid,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:02:23.567821Z

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 5ba49354-c6cb-4d84-a08b-4ac653034e71 · outbound

This paper cites Dynamic coalition formation and routing for multirobot task allocation via reinforcement learning,.

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO Dynamic coalition formation and routing for multirobot task allocation via reinforcement learning,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:02:23.554113Z

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 1494bc6e-9ecb-4afe-8084-02ba1f255a08 · outbound

This paper cites Coalition game of radar network for multitarget tracking via model-based multiagent re- inforcement learning,.

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO Coalition game of radar network for multitarget tracking via model-based multiagent re- inforcement learning,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:02:23.540513Z

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 ae3c2d19-788b-484e-b16d-239ab63d5fb3 · outbound

This paper cites Super-resolution channel estimation for mmwave massive MIMO with hybrid precoding,.

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO Super-resolution channel estimation for mmwave massive MIMO with hybrid precoding,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:02:23.526452Z

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 3f74a00e-97ee-427d-8d1d-c5dfa703a2d9 · outbound

This paper cites Communication-efficient learning of deep networks from decentralized data,.

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO Communication-efficient learning of deep networks from decentralized data,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:02:23.512610Z

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 8ca3c990-b81c-4cd3-94f2-56d529f84474 · outbound

This paper cites A survey on deep transfer learning,.

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO A survey on deep transfer learning,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:02:23.499614Z

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 3060c89d-0e84-4a97-b504-e0334e7766aa · outbound

This paper cites 5G Cell Selection Criteria,.

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO 5G Cell Selection Criteria,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:02:23.487319Z

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 ef12845d-64ac-44d3-b444-33305214561f · outbound

This paper cites Semi-passive elements assisted chan- nel estimation for intelligent reflecting surface-aided communications,.

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO Semi-passive elements assisted chan- nel estimation for intelligent reflecting surface-aided communications,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:02:23.474429Z

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 1769fb1e-8ba9-457f-be35-aed574d91cae · outbound

This paper cites Deepmimo: A generic deep learning dataset for mil- limeter wave and massive mimo applications,.

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO Deepmimo: A generic deep learning dataset for mil- limeter wave and massive mimo applications,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T19:02:23.460090Z

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 d17aa8d5-1a15-48e0-ae0a-c18c53632148 · outbound

This paper cites Potential games,.

Coalition Formation for Heterogeneous Federated Learning Enabled Channel Estimation in RIS-assisted Cell-free MIMO Potential games,

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-08T19:02:23.380121Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.