Paper Citation Record · LEDGER

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design

As of 5 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 11 inbound Pith citation observations for arXiv:2511.22222.

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

pith.paper-citation-record.v1
2511.22222 v3

Coverage vector

measured 49 of 49 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T19:53:42.480895Z

measured 60 of 60 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 11 of 11 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-05T17:47:11.772805Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-05T17:51:14.714877Z

Reference resolution

49 of 49 outbound references displayed

verified exact0
verified fuzzy0
unresolved46
parse uncertain0
malformed identifier3
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a3acf6af-b8bb-4966-b316-4ccd5d43a8f6 · outbound

This paper cites an unresolved cited work.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:38.354291Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6de415a3-4cd7-4507-9eb3-dc2d468e2190 · outbound

This paper cites IEEE Commun.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design IEEE Commun

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:38.415950Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46c49a87-b539-46db-9cda-5d2c00e7d2e4 · outbound

This paper cites IEEE Wireless Commun.27(2), 218–228 (2020) https://doi.org/10.1109/ mwc.001.1900333.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design IEEE Wireless Commun.27(2), 218–228 (2020) https://doi.org/10.1109/ mwc.001.1900333

Reference 3

Resolution: malformed identifier; no resolver link, observed 2026-08-03T19:53:38.615074Z

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Unavailable: canonical work link unavailable.

Observation dd81d339-98b7-4621-a51c-e009464b9f5a · outbound

This paper cites IEEE Trans.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design IEEE Trans

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:38.679223Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f874531-fe17-495c-9f17-7e42d6016339 · outbound

This paper cites an unresolved cited work.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:38.764033Z

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Unavailable: canonical work link unavailable.

Observation fdbffd67-b072-407c-954a-ef6dece1cc75 · outbound

This paper cites an unresolved cited work.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:38.836083Z

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Unavailable: canonical work link unavailable.

Observation c72cc569-73c6-4a02-bcb9-458b1878af5a · outbound

This paper cites Nature630, 493–500 (2024).

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design Nature630, 493–500 (2024)

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:38.897229Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0193e1d7-3c76-45da-8e9e-05ac019cf262 · outbound

This paper cites Nature616, 259–265 (2023).

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design Nature616, 259–265 (2023)

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:38.942068Z

Source-reported events for the cited work

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Observation 39f7931c-df9a-42be-ac3f-399139f0677c · outbound

This paper cites an unresolved cited work.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design Unresolved cited work

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:38.993210Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be947e61-b853-4395-82e9-3119fc85f434 · outbound

This paper cites Nature644, 1002–1009 (2025).

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design Nature644, 1002–1009 (2025)

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:39.091134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff85633b-d761-4eb0-84d3-35ee51b5edd9 · outbound

This paper cites an unresolved cited work.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:39.146567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fd11df4-f968-4332-bf6f-48330d3f2580 · outbound

This paper cites IEEE Trans.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design IEEE Trans

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:39.213832Z

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Unavailable: canonical work link unavailable.

Observation c9597b60-c156-4604-ac81-e8874af1537f · outbound

This paper cites an unresolved cited work.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:39.264229Z

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Unavailable: canonical work link unavailable.

Observation b09e954f-86d4-40d3-807b-c231b5af6cc8 · outbound

This paper cites an unresolved cited work.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design Unresolved cited work

Reference 14

Resolution: malformed identifier; no resolver link, observed 2026-08-03T19:53:39.326722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation daa89c34-3b8b-41cb-b7ea-3779e83f61fe · outbound

This paper cites an unresolved cited work.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design Unresolved cited work

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:39.387313Z

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Unavailable: canonical work link unavailable.

Observation 70b4c792-66ee-4f91-b985-f76f97de9fd8 · outbound

This paper cites Large Wireless Model (LWM): A Foundation Model for Wireless Channels.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:39.449884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f84d82ff-815d-4ced-9e75-cb82c285ceec · outbound

This paper cites IEEE Trans.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design IEEE Trans

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:39.564051Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44b6e623-bba4-439c-a10c-d50b13746c04 · outbound

This paper cites BERT4MIMO: A Foundation Model using BERT Architecture for Massive MIMO Channel State Information Prediction.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design BERT4MIMO: A Foundation Model using BERT Architecture for Massive MIMO Channel State Information Prediction

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:39.709349Z

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Unavailable: canonical work link unavailable.

Observation a811e08c-07df-468f-b232-0eca41b5fae4 · outbound

This paper cites arXiv (2024) 2412.06861.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design arXiv (2024) 2412.06861

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:39.802866Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 068dae04-cd83-4522-b7ec-f1d8c4151c3f · outbound

This paper cites A MIMO Wireless Channel Foundation Model via CIR-CSI Consistency.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design A MIMO Wireless Channel Foundation Model via CIR-CSI Consistency

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:39.917071Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ce4e896-afbc-4e43-9b78-8857ee88c661 · outbound

This paper cites IEEE 41 Trans.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design IEEE 41 Trans

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:40.049778Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9e50a9ea-5c2e-45a1-9220-ffc5afe2dca4 · outbound

This paper cites IEEE Trans.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design IEEE Trans

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:40.168835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb61ed69-a629-4f28-a937-06cd851dbf62 · outbound

This paper cites In: 2024 IEEE International Conference on Robotics and Automation (ICRA), pp.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design In: 2024 IEEE International Conference on Robotics and Automation (ICRA), pp

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:40.268370Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 927d134a-4f45-4a23-9653-c232f7255927 · outbound

This paper cites In: WSA 2021; 25th International ITG Workshop on Smart Antennas (2021).

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design In: WSA 2021; 25th International ITG Workshop on Smart Antennas (2021)

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:40.342064Z

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Unavailable: canonical work link unavailable.

Observation 455a5984-091c-47b0-9555-a612bf8d7623 · outbound

This paper cites In: 2016 50th Asilomar Conference on Signals, Systems and Computers, pp.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design In: 2016 50th Asilomar Conference on Signals, Systems and Computers, pp

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:40.418273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation acb89cf9-fd90-4edd-bb2e-3620ab4758a5 · outbound

This paper cites DeepMIMO: A Generic Deep Learning Dataset for Millimeter Wave and Massive MIMO Applications.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design DeepMIMO: A Generic Deep Learning Dataset for Millimeter Wave and Massive MIMO Applications

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:40.584760Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb0c162a-c76a-4c6c-88b8-685b3dd6ed36 · outbound

This paper cites https://nvlabs.github.io/sionna/.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design https://nvlabs.github.io/sionna/

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:40.708250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b176b678-f1ee-41c1-b2cf-2ae55aee6174 · outbound

This paper cites an unresolved cited work.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:40.855222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05333975-6f3a-45b0-b308-90d201f2e051 · outbound

This paper cites In: Proceedings of the IEEE/CVF International Conference on Computer Vision, pp.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design In: Proceedings of the IEEE/CVF International Conference on Computer Vision, pp

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:40.982129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e062acc-256e-43a8-8a02-fc08f37d0774 · outbound

This paper cites IEEE Commun.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design IEEE Commun

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:41.095042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dfa1d957-1aeb-48a2-90e6-fb8a7ce289da · outbound

This paper cites IEEE Trans.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design IEEE Trans

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:41.283069Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b874cbb4-d935-425f-b72a-f05e2aeb6bbe · outbound

This paper cites IEEE Open J.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design IEEE Open J

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:41.451117Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad56b277-c8ee-4159-8603-540f44215037 · outbound

This paper cites an unresolved cited work.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design Unresolved cited work

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:41.533343Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee02262f-305a-4e5e-ba39-db2966678fba · outbound

This paper cites In: ICLR 2025: The Thirteenth International Conference on Learning Representations (2025).

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design In: ICLR 2025: The Thirteenth International Conference on Learning Representations (2025)

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:41.621608Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48d932fd-d7ba-49f1-a6a6-83176bf399bf · outbound

This paper cites IEEE Commun.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design IEEE Commun

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:41.657706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc8dd645-00d3-4b48-90a1-a3b4e3d995b4 · outbound

This paper cites IEEE Trans.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design IEEE Trans

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:41.743366Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2413865f-05e7-4ff4-ba56-8c0f5834b561 · outbound

This paper cites In: 2022 IEEE 23rd International Workshop on Signal Processing Advances in Wireless Communications (SPA WC), pp.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design In: 2022 IEEE 23rd International Workshop on Signal Processing Advances in Wireless Communications (SPA WC), pp

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:41.828410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4923c3c7-41cb-4d7e-81f4-2020f0497358 · outbound

This paper cites an unresolved cited work.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design Unresolved cited work

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:41.896749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fb0d836-daac-44cc-bd21-d8c9d6976e74 · outbound

This paper cites Multi-Modal Variable-Rate CSI Reconstruction for FDD Massive MIMO Systems.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design Multi-Modal Variable-Rate CSI Reconstruction for FDD Massive MIMO Systems

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:41.956315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95209edd-fde3-4db3-8298-97657759b7ef · outbound

This paper cites IEEE Wireless Commun.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design IEEE Wireless Commun

Reference 40

Resolution: malformed identifier; no resolver link, observed 2026-08-03T19:53:42.038385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89e6d2ab-8e82-45b2-bb75-b59faab54e8d · outbound

This paper cites IEEE Wireless Commun.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design IEEE Wireless Commun

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:42.130451Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 247cbcb5-8d36-459d-a969-229f929d9f73 · outbound

This paper cites Large Wireless Localization Model (LWLM): A Foundation Model for Positioning in 6G Networks.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design Large Wireless Localization Model (LWLM): A Foundation Model for Positioning in 6G Networks

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:42.168513Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cf29a6b6-6803-418d-b20a-8c78a87fb39d · outbound

This paper cites IEEE Trans.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design IEEE Trans

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:42.206191Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2bcd6978-2f08-479c-b3c6-a868df37c97d · outbound

This paper cites an unresolved cited work.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:42.239273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c1ff739f-9baf-4d86-aa43-45ffe71e3873 · outbound

This paper cites In: Proc.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design In: Proc

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:42.288260Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 916c31f1-fe83-470f-ab04-8d1d5bc2ad18 · outbound

This paper cites Authorea Prepr.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design Authorea Prepr

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:42.381837Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da9cc63c-4c93-4acb-8e14-197e8a5a7e4f · outbound

This paper cites an unresolved cited work.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design Unresolved cited work

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:42.412011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73879667-36e5-404a-b731-7266858fa7c3 · outbound

This paper cites In: Proc.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design In: Proc

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:42.432641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ae66791-127d-4fe6-ac29-209a3019ce1e · outbound

This paper cites Scaling Laws for Neural Language Models.

WiFo-2: a generalist foundation model unifies heterogeneous wireless system design Scaling Laws for Neural Language Models

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-03T19:53:42.480895Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 9cfa6c60-25fb-4e82-abd4-e9ca3cd46eb8 · inbound

A Graph Foundation Model for Wireless Resource Allocation cites this paper.

A Graph Foundation Model for Wireless Resource Allocation WiFo-2: a generalist foundation model unifies heterogeneous wireless system design

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-05-11T00:35:52.871788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 3aad969e-0715-4305-8dde-e92678f4efb5 · inbound

FARM: Foundational Aerial Radio Map for Intelligent Low-Altitude Networking cites this paper.

FARM: Foundational Aerial Radio Map for Intelligent Low-Altitude Networking WiFo-2: a generalist foundation model unifies heterogeneous wireless system design

Reference 26

Resolution: verified exact; local_arxiv, observed 2026-05-10T06:21:27.009668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 5c7e076d-cca7-48c6-846c-cf2d11588c47 · inbound

FARM: Foundational Aerial Radio Map for Intelligent Low-Altitude Networking cites this paper.

FARM: Foundational Aerial Radio Map for Intelligent Low-Altitude Networking WiFo-2: a generalist foundation model unifies heterogeneous wireless system design

Reference 29

Resolution: verified exact; local_arxiv, observed 2026-07-05T17:51:14.717927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation bfe0d038-f459-46e8-b26a-b19e6bbe3bdc · inbound

WiFo-MiSAC: A Wireless Foundation Model for Multimodal Sensing and Communication Integration via Synesthesia of Machines (SoM) cites this paper.

WiFo-MiSAC: A Wireless Foundation Model for Multimodal Sensing and Communication Integration via Synesthesia of Machines (SoM) WiFo-2: a generalist foundation model unifies heterogeneous wireless system design

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-05-11T12:11:06.911640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation e934a119-fb22-40c6-8b95-f1c5c392567e · inbound

AirFM-DDA: Air-Interface Foundation Model in the Delay-Doppler-Angle Domain for AI-Native 6G cites this paper.

AirFM-DDA: Air-Interface Foundation Model in the Delay-Doppler-Angle Domain for AI-Native 6G WiFo-2: a generalist foundation model unifies heterogeneous wireless system design

Reference 32

Resolution: verified exact; local_arxiv, observed 2026-05-10T07:01:49.055322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 95df6859-4ce4-45c0-9e71-d67dd4b81eb0 · inbound

Adaptive 3D-RoPE: Physics-Aligned Rotary Positional Encoding for Wireless Foundation Models cites this paper.

Adaptive 3D-RoPE: Physics-Aligned Rotary Positional Encoding for Wireless Foundation Models WiFo-2: a generalist foundation model unifies heterogeneous wireless system design

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-05-11T16:06:07.490589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation e88ee854-cf0d-4f30-836c-8ad471de4937 · inbound

PilotWiMAE: Pilot-Native Representation Learning for Wireless Channels cites this paper.

PilotWiMAE: Pilot-Native Representation Learning for Wireless Channels WiFo-2: a generalist foundation model unifies heterogeneous wireless system design

Reference 15

Resolution: verified exact; local_arxiv, observed 2026-05-25T00:06:29.172811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 4cdcd20b-8220-4243-9eb2-56189ad1a143 · inbound

Foundation Models for Wireless Communications: From PHY Intelligence to Network Autonomy cites this paper.

Foundation Models for Wireless Communications: From PHY Intelligence to Network Autonomy WiFo-2: a generalist foundation model unifies heterogeneous wireless system design

Reference 64

Resolution: verified exact; local_arxiv, observed 2026-07-02T14:47:03.925299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation f7f31a91-a8e7-4c7a-bcbe-fdf30fa7c05e · inbound

A Unified Adaptive Feature Composition Framework for Multi-Task Generalization in Wireless Foundation Models cites this paper.

A Unified Adaptive Feature Composition Framework for Multi-Task Generalization in Wireless Foundation Models WiFo-2: a generalist foundation model unifies heterogeneous wireless system design

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-07-03T04:27:36.523199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 55e01cea-f5c9-42ef-af50-d999a563eb18 · inbound

Towards CSI-Native Foundation Models: A Channel-Adaptive Roadmap for 6G cites this paper.

Towards CSI-Native Foundation Models: A Channel-Adaptive Roadmap for 6G WiFo-2: a generalist foundation model unifies heterogeneous wireless system design

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-07-03T17:08:43.177669Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 2b5892cf-a5c2-49e7-bb74-46f76668252b · inbound

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

CSI-CLIP++: A Scalable Channel Foundation Model for Wireless Communication via CIR-CSI Consistency WiFo-2: a generalist foundation model unifies heterogeneous wireless system design

Reference 45

Resolution: verified exact; local_arxiv, observed 2026-07-04T20:30:08.611249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.