Paper Citation Record · LEDGER

CFM-Bench: A Unified Multi-Domain, Multi-Task Benchmark for Channel Foundation Models

As of 9 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2607.14975.

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

pith.paper-citation-record.v1
2607.14975 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T00:36:15.218116Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

33 of 33 outbound references displayed

verified exact1
verified fuzzy0
unresolved31
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 82b79971-85d8-4dcb-b1d5-5a5c447335f1 · outbound

This paper cites Study on artificial intelligence (AI)/machine learning (ML) for NR air interface,.

CFM-Bench: A Unified Multi-Domain, Multi-Task Benchmark for Channel Foundation Models Study on artificial intelligence (AI)/machine learning (ML) for NR air interface,

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T00:36:15.077005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0255d42-32bb-43f0-ada9-9667f8e7ada7 · outbound

This paper cites Ai/ml for mobile networks: Current status in rel. 19 and challenges ahead,.

CFM-Bench: A Unified Multi-Domain, Multi-Task Benchmark for Channel Foundation Models Ai/ml for mobile networks: Current status in rel. 19 and challenges ahead,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T00:36:15.082221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05fc627c-72e4-491c-8a3a-46c1751167d4 · outbound

This paper cites On the Opportunities and Risks of Foundation Models.

CFM-Bench: A Unified Multi-Domain, Multi-Task Benchmark for Channel Foundation Models On the Opportunities and Risks of Foundation Models

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T00:36:15.087292Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 27c77459-4a13-49fe-82b8-65471fd89068 · outbound

This paper cites Towards channel foundation models (CFMs): Motivations, methodologies and opportunities.

CFM-Bench: A Unified Multi-Domain, Multi-Task Benchmark for Channel Foundation Models Towards channel foundation models (CFMs): Motivations, methodologies and opportunities

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T00:36:15.092299Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc68350e-f06a-4b11-b036-1c884e323272 · outbound

This paper cites Lwm: A pre-trained wire- less foundation model for universal feature extraction,.

CFM-Bench: A Unified Multi-Domain, Multi-Task Benchmark for Channel Foundation Models Lwm: A pre-trained wire- less foundation model for universal feature extraction,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T00:36:15.097699Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e27ff45-af47-4fcb-a7c9-d2a342b8e5d8 · outbound

This paper cites WiFo: Wireless foundation model for channel prediction,.

CFM-Bench: A Unified Multi-Domain, Multi-Task Benchmark for Channel Foundation Models WiFo: Wireless foundation model for channel prediction,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T00:36:15.102584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6dabb59-867f-479e-988d-84eedd5716a4 · outbound

This paper cites Csi-mae: A masked autoencoder- based channel foundation model,.

CFM-Bench: A Unified Multi-Domain, Multi-Task Benchmark for Channel Foundation Models Csi-mae: A masked autoencoder- based channel foundation model,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-02T00:36:15.107585Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a23e64b-4248-4d02-ad4d-136f751b3c44 · outbound

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

CFM-Bench: A Unified Multi-Domain, Multi-Task Benchmark for Channel Foundation Models DeepMIMO: A generic deep learning dataset for mil- limeter wave and massive MIMO applications,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T00:36:15.111818Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ccf10c5-28d7-41ed-b555-5921bf8360d7 · outbound

This paper cites Sionna: An Open-Source Library for Next-Generation Physical Layer Research.

CFM-Bench: A Unified Multi-Domain, Multi-Task Benchmark for Channel Foundation Models Sionna: An Open-Source Library for Next-Generation Physical Layer Research

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T00:36:15.116088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7c7cbdf-9cf8-4a34-994e-02a315f43158 · outbound

This paper cites Sionna RT: Differentiable ray tracing for radio propagation modeling,.

CFM-Bench: A Unified Multi-Domain, Multi-Task Benchmark for Channel Foundation Models Sionna RT: Differentiable ray tracing for radio propagation modeling,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T00:36:15.120780Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4dcb4d90-cbc6-4670-8195-40726cc87a2d · outbound

This paper cites Multi-cell outdoor channel state information dataset (MOCSID),.

CFM-Bench: A Unified Multi-Domain, Multi-Task Benchmark for Channel Foundation Models Multi-cell outdoor channel state information dataset (MOCSID),

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T00:36:15.125074Z

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Unavailable: canonical work link unavailable.

Observation b2923a1b-c587-47fb-b12c-322685eb95de · outbound

This paper cites Multi-cell outdoors channel state information dataset (MOCSID),.

CFM-Bench: A Unified Multi-Domain, Multi-Task Benchmark for Channel Foundation Models Multi-cell outdoors channel state information dataset (MOCSID),

Reference 12

Resolution: malformed identifier; no resolver link, observed 2026-08-02T00:36:15.129233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 188e4663-32cd-415f-9fc9-7f7ee471862c · outbound

This paper cites A distributed massive MIMO channel sounder for “big CSI data.

CFM-Bench: A Unified Multi-Domain, Multi-Task Benchmark for Channel Foundation Models A distributed massive MIMO channel sounder for “big CSI data

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T00:36:15.134020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d59eaffd-9671-424b-904f-4ffc3b8037be · outbound

This paper cites CSI dataset dichasus-adxx: ARENA2036: Distributed setup in industrial environment at 3.4 GHz,.

CFM-Bench: A Unified Multi-Domain, Multi-Task Benchmark for Channel Foundation Models CSI dataset dichasus-adxx: ARENA2036: Distributed setup in industrial environment at 3.4 GHz,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T00:36:15.138201Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 171d6a64-159a-44cd-a4ca-6b9abbf5afbc · outbound

This paper cites CSI measurements and initial results for massive MIMO to UA V communication,.

CFM-Bench: A Unified Multi-Domain, Multi-Task Benchmark for Channel Foundation Models CSI measurements and initial results for massive MIMO to UA V communication,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T00:36:15.142412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2656d87-d74e-4847-a31f-977a9b2d06a2 · outbound

This paper cites MaMIMO-UA V 3d channel state information dataset,.

CFM-Bench: A Unified Multi-Domain, Multi-Task Benchmark for Channel Foundation Models MaMIMO-UA V 3d channel state information dataset,

Reference 16

Resolution: verified exact; doi, observed 2026-08-02T00:38:51.515351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6047096e-9ec9-4c42-b885-231ca3a2aa93 · outbound

This paper cites Multimodal- wireless: A large-scale dataset for sensing and communication,.

CFM-Bench: A Unified Multi-Domain, Multi-Task Benchmark for Channel Foundation Models Multimodal- wireless: A large-scale dataset for sensing and communication,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T00:36:15.150794Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bb6317d-e02a-4c21-a499-db8c7a251c63 · outbound

This paper cites CSI-CLIP++: A Scalable Channel Foundation Model for Wireless Communication via CIR-CSI Consistency.

CFM-Bench: A Unified Multi-Domain, Multi-Task Benchmark for Channel Foundation Models CSI-CLIP++: A Scalable Channel Foundation Model for Wireless Communication via CIR-CSI Consistency

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T00:36:15.154688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0063662-bc3c-408e-87c4-544598572bd3 · outbound

This paper cites Filter-and-attend: Wireless channel foundation model with noise-plus- interference suppression structure,.

CFM-Bench: A Unified Multi-Domain, Multi-Task Benchmark for Channel Foundation Models Filter-and-attend: Wireless channel foundation model with noise-plus- interference suppression structure,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T00:36:15.159239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20342710-45d1-4cf9-9451-02ad7cf03c11 · outbound

This paper cites A Wireless Foundation Model for Multi-Task Prediction.

CFM-Bench: A Unified Multi-Domain, Multi-Task Benchmark for Channel Foundation Models A Wireless Foundation Model for Multi-Task Prediction

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T00:36:15.163549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22274e50-db0e-4581-81e9-d7042293c029 · outbound

This paper cites WiFo-E: A scalable wireless foundation model for end-to-end FDD precoding in communication networks,.

CFM-Bench: A Unified Multi-Domain, Multi-Task Benchmark for Channel Foundation Models WiFo-E: A scalable wireless foundation model for end-to-end FDD precoding in communication networks,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T00:36:15.167956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cfa9d455-ed4e-441b-a483-a963c32de0e4 · outbound

This paper cites Study on channel model for frequencies from 0.5 to 100 GHz,.

CFM-Bench: A Unified Multi-Domain, Multi-Task Benchmark for Channel Foundation Models Study on channel model for frequencies from 0.5 to 100 GHz,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-02T00:36:15.172340Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5585ef4c-f6d3-4540-a369-ff5a4855f053 · outbound

This paper cites Overview of deep learning- based CSI feedback in massive MIMO systems,.

CFM-Bench: A Unified Multi-Domain, Multi-Task Benchmark for Channel Foundation Models Overview of deep learning- based CSI feedback in massive MIMO systems,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T00:36:15.176609Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f4c9d1f-cd9a-4859-af5a-e6edaa47c8db · outbound

This paper cites Overview of deep learning-based CSI feedback in massive MIMO systems,.

CFM-Bench: A Unified Multi-Domain, Multi-Task Benchmark for Channel Foundation Models Overview of deep learning-based CSI feedback in massive MIMO systems,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-02T00:36:15.180632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7abb2597-4f97-4273-bae4-3939f303ca20 · outbound

This paper cites Study on artificial intelligence (AI)/machine learning (ML) for NR air interface (Release 18),.

CFM-Bench: A Unified Multi-Domain, Multi-Task Benchmark for Channel Foundation Models Study on artificial intelligence (AI)/machine learning (ML) for NR air interface (Release 18),

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-02T00:36:15.184514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 65cbcab6-46a2-40a9-94c5-e6e423bf78ec · outbound

This paper cites AI for CSI feedback enhancement in 5G-Advanced,.

CFM-Bench: A Unified Multi-Domain, Multi-Task Benchmark for Channel Foundation Models AI for CSI feedback enhancement in 5G-Advanced,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-02T00:36:15.188692Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6475ba87-86c8-4822-803c-05790b6eb9de · outbound

This paper cites AI-driven channel state information (CSI) extrapolation for 6G: Current situations, challenges and future research,.

CFM-Bench: A Unified Multi-Domain, Multi-Task Benchmark for Channel Foundation Models AI-driven channel state information (CSI) extrapolation for 6G: Current situations, challenges and future research,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-02T00:36:15.192670Z

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Unavailable: canonical work link unavailable.

Observation cd6049ec-ba36-4dcc-9aad-2c62c0413ef9 · outbound

This paper cites SSNet: Flexible and robust channel extrapolation for fluid antenna sys- tems enabled by an self-supervised learning framework,.

CFM-Bench: A Unified Multi-Domain, Multi-Task Benchmark for Channel Foundation Models SSNet: Flexible and robust channel extrapolation for fluid antenna sys- tems enabled by an self-supervised learning framework,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-02T00:36:15.196836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bab96d84-f742-4e0a-8086-36312a32599f · outbound

This paper cites Enabling 6g through multi-domain channel extrapolation: Opportunities and challenges of generative artificial intelligence,.

CFM-Bench: A Unified Multi-Domain, Multi-Task Benchmark for Channel Foundation Models Enabling 6g through multi-domain channel extrapolation: Opportunities and challenges of generative artificial intelligence,

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-02T00:36:15.200982Z

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Unavailable: canonical work link unavailable.

Observation 09727850-4b23-4506-9fd6-e74f604499ca · outbound

This paper cites Generalizable and robust beam prediction for 6g networks: An deep- learning framework with positioning feature fusion,.

CFM-Bench: A Unified Multi-Domain, Multi-Task Benchmark for Channel Foundation Models Generalizable and robust beam prediction for 6g networks: An deep- learning framework with positioning feature fusion,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-02T00:36:15.205333Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7db1cb40-1568-4b78-a90d-ac872b7b1909 · outbound

This paper cites A survey of beam management for mmWave and THz communications towards 6G,.

CFM-Bench: A Unified Multi-Domain, Multi-Task Benchmark for Channel Foundation Models A survey of beam management for mmWave and THz communications towards 6G,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-02T00:36:15.209610Z

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Unavailable: canonical work link unavailable.

Observation f015c6e0-2e9c-4086-b19b-b4affbd3f281 · outbound

This paper cites Sidelink positioning: Standardization advancements, challenges and opportunities,.

CFM-Bench: A Unified Multi-Domain, Multi-Task Benchmark for Channel Foundation Models Sidelink positioning: Standardization advancements, challenges and opportunities,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-02T00:36:15.214009Z

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Unavailable: canonical work link unavailable.

Observation 86e5424b-20d5-4c2c-94bd-47cfa2d31806 · outbound

This paper cites Enhanced fingerprint-based positioning with practical imperfections: Deep learning-based approaches,.

CFM-Bench: A Unified Multi-Domain, Multi-Task Benchmark for Channel Foundation Models Enhanced fingerprint-based positioning with practical imperfections: Deep learning-based approaches,

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-02T00:36:15.218116Z

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Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.