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Paper Citation Record · LEDGER

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting

As of 9 August 2026, this Paper Citation Record lists 62 of 62 outbound references and 4 inbound Pith citation observations for arXiv:2506.05237.

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

pith.paper-citation-record.v1
2506.05237 v1

Coverage vector

measured 62 of 62 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:30:31.319870Z

measured 66 of 66 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 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T16:24:47.355040Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T20:30:08.624002Z

Reference resolution

62 of 62 outbound references displayed

  • verified exact6
  • verified fuzzy39
  • unresolved15
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 47910024-ad11-49c4-9b25-27b0fb447c24 · outbound

This paper cites (2022) Wireless InSite.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting (2022) Wireless InSite

Reference 1

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verified fuzzy
raw_fallback, observed 2026-08-07T10:30:33.856737Z

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.

source=pdf_text observed=2026-08-07T10:30:24.631574Z digest=sha256:69eacec3ae77850b76b7777c03a82730b5275f31ed9ce8cc485324aa7db60a7f

Observation 7f300676-2896-47a5-92a5-6bd9a6975562 · outbound

This paper cites Efficient Estimation of Word Representations in Vector Space.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Efficient Estimation of Word Representations in Vector Space

Reference 2

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no resolver link, observed 2026-08-07T10:30:24.775581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:30:24.775581Z digest=sha256:7ecbf5a5878b0d4bac3ce0c1e9841a3534731d5090174450c84a8a5049d772aa

Observation 3e9172a3-e7cb-4c02-83d4-b680e3dd68d9 · outbound

This paper cites Dis- tributed representations of words and phrases and their compositionality,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Dis- tributed representations of words and phrases and their compositionality,

Reference 3

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verified fuzzy
raw_fallback, observed 2026-08-07T10:30:33.833784Z

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.

source=pdf_text observed=2026-08-07T10:30:24.896569Z digest=sha256:ee1fb9af573b9217ec5376a74c8134be2f6dc33db25ae2606e963a7282306f11

Observation b29bcd94-3269-478f-b3c3-94e9a9c44603 · outbound

This paper cites Survey of CSI fingerprinting-based indoor positioning and mobility tracking systems,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Survey of CSI fingerprinting-based indoor positioning and mobility tracking systems,

Reference 4

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verified fuzzy
raw_fallback, observed 2026-08-07T10:30:33.816027Z

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.

source=pdf_text observed=2026-08-07T10:30:25.038641Z digest=sha256:a459ceb3029597c6a44cd80454fbd36f66ca76f43e0a07494c7b2d90583bcdad

Observation a0a3e949-5b1e-4ce9-ab9e-518164fc2608 · outbound

This paper cites Non-invasive detection of moving and stationary human with WiFi,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Non-invasive detection of moving and stationary human with WiFi,

Reference 5

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raw_fallback, observed 2026-08-07T10:30:33.799780Z

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.

source=pdf_text observed=2026-08-07T10:30:25.183443Z digest=sha256:534a892f53490b32a8a28deaa48cbc15f21c4fc5d8ee0812358b9f00cbf7f7e9

Observation 73ffd10e-83cc-4c7d-809b-0d853e3908d8 · outbound

This paper cites Towards in-baggage suspicious object detection using commodity WiFi,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Towards in-baggage suspicious object detection using commodity WiFi,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:30:33.780569Z

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.

source=pdf_text observed=2026-08-07T10:30:25.298598Z digest=sha256:6150b3e4354f307b3ddcdc748d12a953207af9837857d8b1e4b50f0602ed716a

Observation 8bb12d75-5bee-4d01-ab61-8dc115b90a2e · outbound

This paper cites MAP-CSI: Single-site map-assisted localization using massive MIMO CSI,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting MAP-CSI: Single-site map-assisted localization using massive MIMO CSI,

Reference 7

Resolution
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raw_fallback, observed 2026-08-07T10:30:33.762364Z

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.

source=pdf_text observed=2026-08-07T10:30:25.442006Z digest=sha256:00a160fd9256b60d504210f6cac7a908ad80e605731dba1080450351b771d735

Observation d0c93f80-e739-4d16-ba68-8d24dad6469c · outbound

This paper cites CSI-based multi-antenna and multi-point indoor positioning using probability fusion,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting CSI-based multi-antenna and multi-point indoor positioning using probability fusion,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:30:33.744837Z

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.

source=pdf_text observed=2026-08-07T10:30:25.544823Z digest=sha256:2c36bacb001c25e9f1696369775874cddcc7fdd2d866032bbf34609eafc842c0

Observation 1f39e66a-7dd9-4ab7-97c5-1f63a209e0e8 · outbound

This paper cites Deep convolutional neural networks for massive MIMO fingerprint-based positioning,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Deep convolutional neural networks for massive MIMO fingerprint-based positioning,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:30:33.726105Z

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.

source=pdf_text observed=2026-08-07T10:30:25.669666Z digest=sha256:34b4511028f2a5f35933753addb9b19684784297258045a80bb3843e5cf20bdb

Observation 85c75464-88ed-463d-8fa9-49665cff8904 · outbound

This paper cites Direct localization for massive MIMO,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Direct localization for massive MIMO,

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:30:33.709957Z

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.

source=pdf_text observed=2026-08-07T10:30:25.796893Z digest=sha256:b5bcdd6227b7eb63b2af9a2017d602add844487a411285fd795373c47201260e

Observation a8e2d4b4-d977-4e6c-8d7d-19559f7e6aa5 · outbound

This paper cites CSI-based positioning in massive MIMO systems using convolutional neural networks,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting CSI-based positioning in massive MIMO systems using convolutional neural networks,

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:30:33.692527Z

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.

source=pdf_text observed=2026-08-07T10:30:25.895007Z digest=sha256:840bf1298c5f5ed76581a556a3f091c0d45deb85e1b31b6245a60c09382ff637

Observation e795c1eb-8637-49c9-9eb4-db456db0ceaa · outbound

This paper cites CSI-based fingerprinting for indoor localization: A deep learning approach,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting CSI-based fingerprinting for indoor localization: A deep learning approach,

Reference 12

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unresolved
no resolver link, observed 2026-08-07T10:30:25.978369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:30:25.978369Z digest=sha256:d858b0b6445abfea308efa987604f15adfc43290b7ec4cdeb23be485797a49a0

Observation ecd8bd7b-b2f0-4d43-8831-b4674e869321 · outbound

This paper cites CSI-based indoor localization,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting CSI-based indoor localization,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:30:33.664983Z

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.

source=pdf_text observed=2026-08-07T10:30:26.121102Z digest=sha256:28a929ccb8f32259e3fe83a318136008d736df281bbbe96b187fdd8ada312e12

Observation f30dee48-b334-4030-9fa3-d76ff8be387f · outbound

This paper cites Deep learning-based indoor localization using received signal strength and channel state information,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Deep learning-based indoor localization using received signal strength and channel state information,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:30:33.646334Z

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.

source=pdf_text observed=2026-08-07T10:30:26.222627Z digest=sha256:653d39f17873d04d4c6c3fb0390db72a32936f31eff5e7ec0b61c0fe461890af

Observation 4302c4e8-e5b6-461a-a38a-75184b08fe7e · outbound

This paper cites Channel charting: Locating users within the radio environment using channel state information,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Channel charting: Locating users within the radio environment using channel state information,

Reference 15

Resolution
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raw_fallback, observed 2026-08-07T10:30:33.626690Z

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.

source=pdf_text observed=2026-08-07T10:30:26.302739Z digest=sha256:265ea9870f66002b8f3d3d68dbc3ed729d8a9da14759a6db650c7729b26b1a9e

Observation cd1a58da-deeb-4284-a476-277450371bf4 · outbound

This paper cites Channel charting in real-world coordinates with distributed MIMO,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Channel charting in real-world coordinates with distributed MIMO,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:30:33.606642Z

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.

source=pdf_text observed=2026-08-07T10:30:26.386045Z digest=sha256:6481f493294797304954583de50d7a3354165a1afe5415ed2b6591813346196e

Observation c80ed126-4667-44b0-99e2-4d788b4ce876 · outbound

This paper cites Angle-delay profile-based and timestamp-aided dissimilarity metrics for channel charting,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Angle-delay profile-based and timestamp-aided dissimilarity metrics for channel charting,

Reference 17

Resolution
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raw_fallback, observed 2026-08-07T10:30:33.587458Z

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.

source=pdf_text observed=2026-08-07T10:30:26.491002Z digest=sha256:206a7dc1e47c19ffbb1ab9b0d350b47c21b1b2076cc1100275c3eb417ea11330

Observation ae48f180-42e2-4944-8707-dc0500a90b34 · outbound

This paper cites Federated learning for multipoint channel charting,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Federated learning for multipoint channel charting,

Reference 18

Resolution
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raw_fallback, observed 2026-08-07T10:30:33.566393Z

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.

source=pdf_text observed=2026-08-07T10:30:26.599260Z digest=sha256:2f66c5d065a0499c8ee6d6afa855a865dca921e7641cae9e4ed650bbb9bf0b32

Observation 32315530-96f8-48c3-8f26-d4550710093c · outbound

This paper cites Multipoint channel charting for wireless networks,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Multipoint channel charting for wireless networks,

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:30:33.548708Z

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.

source=pdf_text observed=2026-08-07T10:30:26.699314Z digest=sha256:6489bfd382a4565ae3abe4fb3376fded76cc61e9f92e9a973507ae41e98d8390

Observation 554a720f-9d8c-4977-bcfc-d38ebf7ece5c · outbound

This paper cites Improving channel charting with representation -constrained autoencoders,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Improving channel charting with representation -constrained autoencoders,

Reference 20

Resolution
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raw_fallback, observed 2026-08-07T10:30:33.531552Z

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.

source=pdf_text observed=2026-08-07T10:30:26.821923Z digest=sha256:208f1be49bbbfe81a8e42c2045405e5a2ab2e522cc8803854054b8a8c3bff541

Observation a0deadac-09a8-4854-87ff-9f5aa3b11d17 · outbound

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

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Large Wireless Model (LWM): A Foundation Model for Wireless Channels

Reference 21

Resolution
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no resolver link, observed 2026-08-07T10:30:26.986534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:30:26.986534Z digest=sha256:1bb86d1aee3b63ad10ed2420a7cd959ef98845115962af356e55f04ba2b82e4f

Observation 35f64f33-c056-4eab-af3b-9deab83d5adf · outbound

This paper cites Radio foundation models: Pre-training transformers for 5G-based indoor localization,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Radio foundation models: Pre-training transformers for 5G-based indoor localization,

Reference 22

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:30:33.512795Z

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.

source=pdf_text observed=2026-08-07T10:30:27.114010Z digest=sha256:c294412fb710a4f004724bd73819158ce0f42a3bf1f95d3304f45f1189eda710

Observation 1d6674de-6d4b-4ee0-b2db-64adb68722db · outbound

This paper cites Multi-environment based meta-learning with CSI fingerprints for radio based positioning,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Multi-environment based meta-learning with CSI fingerprints for radio based positioning,

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:30:33.492112Z

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.

source=pdf_text observed=2026-08-07T10:30:27.459660Z digest=sha256:4084d1b480bde4b1be79f335cc60738d93dbdec133ce7d6981588e81eaab1167

Observation 5c16978e-1634-4ce2-934f-5fad6789bc98 · outbound

This paper cites Self-supervised and invariant representations for wireless localization,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Self-supervised and invariant representations for wireless localization,

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:30:33.472825Z

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.

source=pdf_text observed=2026-08-07T10:30:27.618143Z digest=sha256:3a5c8e0d1f47e999c033e2f6f83e1dd50336e52278981e9089f4e0a64f4fbf27

Observation f389e8d8-c082-46b4-9e3d-83c378abdf56 · outbound

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

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting A MIMO Wireless Channel Foundation Model via CIR-CSI Consistency

Reference 25

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no resolver link, observed 2026-08-07T10:30:27.712150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:30:27.712150Z digest=sha256:8a9920b6d707729137edfb7e566904c83d85350fd4bd0324de3881e213ede4f4

Observation efd97a54-07b4-47e3-a086-7804ea067f2d · outbound

This paper cites 6G WavesFM: A foundation model for sensing, communication, and localization,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting 6G WavesFM: A foundation model for sensing, communication, and localization,

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:30:33.451649Z

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.

source=pdf_text observed=2026-08-07T10:30:27.881496Z digest=sha256:3ac737725100193c431735029c2bb166b5f08d18426a07d2146f1614b1dd750f

Observation aeda8383-e18f-4f29-af1b-061d271d8568 · outbound

This paper cites CSI dataset dichasus-cf0x: Distributed antenna setup in industrial environment, day 1,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting CSI dataset dichasus-cf0x: Distributed antenna setup in industrial environment, day 1,

Reference 27

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no resolver link, observed 2026-08-07T10:30:28.137932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:30:28.137932Z digest=sha256:bfb3e80bf2c2031f508ac5eed3f24f6c43961521ed9a30645cc9c1fef3c8160d

Observation 7ae9cb37-d19b-43c3-864f-a640a7184518 · outbound

This paper cites RFCam: Uncertainty-aware fusion of camera and Wi-Fi for real-time human identification with mobile devices,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting RFCam: Uncertainty-aware fusion of camera and Wi-Fi for real-time human identification with mobile devices,

Reference 28

Resolution
verified exact
doi, observed 2026-08-07T10:30:31.538225Z

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.

source=pdf_text observed=2026-08-07T10:30:28.256588Z digest=sha256:7cb9842e4f58c32982d15cabf3ebf02046c050de9bfce1d887edb37bd705d4db

Observation c5abb713-1554-4934-b5da-bb7c481ffd06 · outbound

This paper cites A multi-task foundation model for wireless channel representation using contrastive and masked autoencoder learning,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting A multi-task foundation model for wireless channel representation using contrastive and masked autoencoder learning,

Reference 29

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unresolved
no resolver link, observed 2026-08-07T10:30:28.369887Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:30:28.369887Z digest=sha256:1ee5946ebe032b5f327b7687e31b9c4b4b88b6e1e75402d23cdc2d166b550f0b

Observation b9951ed9-b938-43a7-a8f4-2f3c0fe4d6ac · outbound

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

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting DeepMIMO: A Generic Deep Learning Dataset for Millimeter Wave and Massive MIMO Applications

Reference 30

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unresolved
no resolver link, observed 2026-08-07T10:30:28.524435Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:30:28.524435Z digest=sha256:500bd10aa164fea078ead972ffced2e2c0a5d62d5b4b858e8f14a1c42d156bdc

Observation 5b0bff4d-9388-4cf8-bdd3-c73d82df5367 · outbound

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

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Overview of deep learning- based CSI feedback in massive MIMO systems,

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-07T10:30:28.628750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:30:28.628750Z digest=sha256:c76e224c418de5aded10fc5ed554292f32b579e75d36eccaee37ca18104cd5f5

Observation 08155cd8-9a5f-41de-a9da-cb56034a8b28 · outbound

This paper cites Deep CSI compression for dual-polarized massive MIMO channels with disentangled representation learning,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Deep CSI compression for dual-polarized massive MIMO channels with disentangled representation learning,

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:30:33.420521Z

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.

source=pdf_text observed=2026-08-07T10:30:28.801061Z digest=sha256:b708277b0cefbcfdcc890b6ad2cd7f87caf3a5169538a2f38a157a1438945713

Observation 50442554-b9a6-401d-9cde-dc87feda6956 · outbound

This paper cites CSI-GPT: Integrating Generative Pre-Trained Transformer with Federated-Tuning to Acquire Downlink Massive MIMO Channels.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting CSI-GPT: Integrating Generative Pre-Trained Transformer with Federated-Tuning to Acquire Downlink Massive MIMO Channels

Reference 33

Resolution
verified exact
local_arxiv, observed 2026-08-07T10:30:32.628651Z

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.

source=pdf_text observed=2026-08-07T10:30:28.900892Z digest=sha256:cce965a36378419a550705986cf6adfb09f3f61a0a656910ee4e5246a6b9e18f

Observation b613a01f-9bf9-4716-a574-f86f35afbece · outbound

This paper cites Deep learning for massive MIMO CSI feedback,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Deep learning for massive MIMO CSI feedback,

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-07T10:30:28.997617Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:30:28.997617Z digest=sha256:5e3b75ae19722fef61e8817e095e24068c81b050fcc782e1a9046d0f6122f960

Observation 780c1e15-b5d3-4a87-ad65-c77f40d3191f · outbound

This paper cites Deep learning-based CSI feedback approach for time-varying massive MIMO channels,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Deep learning-based CSI feedback approach for time-varying massive MIMO channels,

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:30:33.391739Z

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.

source=pdf_text observed=2026-08-07T10:30:29.069375Z digest=sha256:99dcaed1297845f0e36acb4a0d10a78382558807883705f5652c2eff880835b3

Observation 0d107f29-6ea3-4d0a-b905-5f1e51f7cfbe · outbound

This paper cites Multi-resolution CSI feedback with deep learning in massive MIMO system,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Multi-resolution CSI feedback with deep learning in massive MIMO system,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:30:33.375438Z

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.

source=pdf_text observed=2026-08-07T10:30:29.150938Z digest=sha256:4b4e360ba128b14462f96f35599ba2babd79e964805b072786a6b46e23c5ae0b

Observation ad6b7008-c113-4e4f-8551-fc0812f3825a · outbound

This paper cites Universal auto-encoder framework for MIMO CSI feedback,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Universal auto-encoder framework for MIMO CSI feedback,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:30:33.358092Z

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.

source=pdf_text observed=2026-08-07T10:30:29.244558Z digest=sha256:976ab3b5802c4d6d6abc3779cb0a182e87be096cb4caf2751e5b2ed93379580a

Observation 5ad2244e-053e-4866-9e17-3a6b03bd4f0b · outbound

This paper cites WiFo: Wireless Foundation Model for Channel Prediction.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting WiFo: Wireless Foundation Model for Channel Prediction

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-07T10:30:29.337743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:30:29.337743Z digest=sha256:bd2d1ff50c7ab991bb5c21da74b61d0e864a4572b32f02cf6559035b3ad93441

Observation a08038cf-5e76-4a02-96d8-4dab39e0394b · outbound

This paper cites Dual- propagation-feature fusion enhanced neural CSI compression for massive MIMO,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Dual- propagation-feature fusion enhanced neural CSI compression for massive MIMO,

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:30:33.340770Z

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.

source=pdf_text observed=2026-08-07T10:30:29.432118Z digest=sha256:7d4f6cda154375614ab914d4e15d35cbecc923aa7980f54d8ed9e47f239908cd

Observation f35dbb08-f3e3-44e7-b539-7c2c670939be · outbound

This paper cites CSI compression using channel charting,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting CSI compression using channel charting,

Reference 40

Resolution
verified exact
raw_fallback, observed 2026-08-07T10:30:32.467606Z

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.

source=pdf_text observed=2026-08-07T10:30:29.579618Z digest=sha256:7fb4376def8e2fa37439517b5423081f69065b6c1409af00d09b21433dd589cc

Observation 771f2653-e118-4272-be0c-5b33562d1180 · outbound

This paper cites Neural CSI Compression Fine-Tuning: Taming the Communication Cost of Model Updates.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Neural CSI Compression Fine-Tuning: Taming the Communication Cost of Model Updates

Reference 41

Resolution
metadata mismatch
local_arxiv, observed 2026-08-07T10:30:32.334647Z

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.

source=pdf_text observed=2026-08-07T10:30:29.742019Z digest=sha256:27e2bdd0264962192d2a9abe14faa929c807a29902b08d211296265ae236007e

Observation c12e5b7d-d1c6-42c2-9557-29eb34ba2b23 · outbound

This paper cites C2S-AE: CSI to Sensing enabled by an Auto-Encoder-based Framework.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting C2S-AE: CSI to Sensing enabled by an Auto-Encoder-based Framework

Reference 42

Resolution
verified exact
local_arxiv, observed 2026-08-07T10:30:32.279827Z

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.

source=pdf_text observed=2026-08-07T10:30:29.869593Z digest=sha256:5aab3b8fdc3ecd90974ad1e2ce92fc28594960d436f55ce4181e9b6c0978dd18

Observation 26c0607e-73d7-464e-8a5a-ab30ef4f6cf5 · outbound

This paper cites Leveraging Self-Supervised Learning for MIMO-OFDM Channel Representation and Generation.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Leveraging Self-Supervised Learning for MIMO-OFDM Channel Representation and Generation

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-07T10:30:29.964420Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:30:29.964420Z digest=sha256:38183640e89f355f8b6483b76254e3110a8f9c70f368b6b8ce580f1dd77557cf

Observation a5d303fb-fe81-4ae8-821f-6e7b2e8ff0b7 · outbound

This paper cites Localization in Dynamic Indoor MIMO-OFDM Wireless Systems using Domain Adaptation.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Localization in Dynamic Indoor MIMO-OFDM Wireless Systems using Domain Adaptation

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-07T10:30:30.053623Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:30:30.053623Z digest=sha256:1a3e3170e78f3335a29cadea469b106c563049750149ec841d91d52828f56de1

Observation 7e376671-1c29-4c56-96f0-24310c8d5bd2 · outbound

This paper cites Learning Latent Wireless Dynamics from Channel State Information.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Learning Latent Wireless Dynamics from Channel State Information

Reference 45

Resolution
verified exact
local_arxiv, observed 2026-08-07T10:30:32.098396Z

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.

source=pdf_text observed=2026-08-07T10:30:30.134139Z digest=sha256:97fc2356f8f031519d93557ea2b41d746e51266eeccd73d679e847dd0ccb9a57

Observation 59ff6f5e-3a96-46e5-b57c-edfac39a9830 · outbound

This paper cites Transfer Learning for CSI-based Positioning with Multi-environment Meta-learning.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Transfer Learning for CSI-based Positioning with Multi-environment Meta-learning

Reference 46

Resolution
verified exact
local_arxiv, observed 2026-08-07T10:30:31.818431Z

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.

source=pdf_text observed=2026-08-07T10:30:30.201340Z digest=sha256:2e525485a9ffae84af557de968e4b167276d852045988049ebc904c21a53b8c4

Observation fecefe19-3203-4890-b0c6-c1ddd67c458a · outbound

This paper cites Deep learning-based positioning with multi-task learning and uncertainty-based fusion,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Deep learning-based positioning with multi-task learning and uncertainty-based fusion,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:30:33.322563Z

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.

source=pdf_text observed=2026-08-07T10:30:30.274328Z digest=sha256:383167db074b478b7910b8a2b82066abb2065fafb3b50513448cac8475759d9d

Observation 218441b5-9553-44c9-80ab-d5e252425b65 · outbound

This paper cites Siamese neural networks for wireless positioning and channel charting,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Siamese neural networks for wireless positioning and channel charting,

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:30:33.305102Z

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.

source=pdf_text observed=2026-08-07T10:30:30.335692Z digest=sha256:498978b63c113a1fea96d6185837d1754f7c9aa5a1d316b8cd94b7907735a0e4

Observation f5e4ebb7-576b-4e8f-99b8-d242000a0c67 · outbound

This paper cites Triplet- based wireless channel charting: Architecture and experiments,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Triplet- based wireless channel charting: Architecture and experiments,

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:30:33.285851Z

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.

source=pdf_text observed=2026-08-07T10:30:30.436551Z digest=sha256:5e110a001a79fad803821d541fcfc379c0646c3f91c84efebfc35acbb8c6101a

Observation 10fdd816-b93c-4847-b8e9-aaa9742451af · outbound

This paper cites Unveiling the Power of Complex-Valued Transformers in Wireless Communications.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Unveiling the Power of Complex-Valued Transformers in Wireless Communications

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-07T10:30:30.498987Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:30:30.498987Z digest=sha256:0eca5f0261ce9c1798876badfc03e62e5c378962c0630dca8a913ae6f12f37e5

Observation 138506fa-ad3f-4ef9-830b-3a148a909814 · outbound

This paper cites Facenet: A unified embedding for face recognition and clustering,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Facenet: A unified embedding for face recognition and clustering,

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:30:33.264195Z

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.

source=pdf_text observed=2026-08-07T10:30:30.558428Z digest=sha256:02ce597f434e2bb9ff683ecc403603ef7642ff532f37b08ff518a2296d760843

Observation 7a9c3cd5-62e1-45b6-a9c0-740b3e28c607 · outbound

This paper cites On lines and planes of closest fit to systems of points in space,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting On lines and planes of closest fit to systems of points in space,

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-07T10:30:30.643642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:30:30.643642Z digest=sha256:046c90070e1e781c83222ba1c7c21ade1b1940b1fcf32dd2ffa56d9298c679bf

Observation 3130ad52-9738-4425-99ad-5580b0d3c6dc · outbound

This paper cites Analysis of a complex of statistical variables into principal components,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Analysis of a complex of statistical variables into principal components,

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:30:33.228716Z

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.

source=pdf_text observed=2026-08-07T10:30:30.741537Z digest=sha256:010f3d33e201266eeb8d7b2b262e2b454fb3c718588209bf6064d6a988d1c740

Observation 05cb7b8d-88a4-4bfa-bbe4-8672d2524c32 · outbound

This paper cites Signature verification using a.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Signature verification using a

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:30:33.200210Z

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.

source=pdf_text observed=2026-08-07T10:30:30.858798Z digest=sha256:87722662fa515fc5935808e34f10e9ebe2742f289e9840538edf6dc61edf6686

Observation 78dfdb24-7cd8-47ba-bbb8-d68cb79cbe6c · outbound

This paper cites A nonlinear mapping for data structure analysis,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting A nonlinear mapping for data structure analysis,

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:30:33.167017Z

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.

source=pdf_text observed=2026-08-07T10:30:30.951686Z digest=sha256:23333cbabea40c3cf598d2bb9f92978f875dd33d0f8edf683cb7b07069af79bd

Observation 1fd80201-5183-42d7-b305-f0f50534e678 · outbound

This paper cites Understanding the difficulty of training deep feedforward neural networks,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Understanding the difficulty of training deep feedforward neural networks,

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:30:33.139935Z

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.

source=pdf_text observed=2026-08-07T10:30:31.047968Z digest=sha256:12f030910dd1efb49ab2230b1d074613dd275c758f96f40cbd89f629e7b37e71

Observation 67296aa6-bd87-4247-802a-e176051e8927 · outbound

This paper cites Learning representations by back-propagating errors,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Learning representations by back-propagating errors,

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:30:33.113737Z

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.

source=pdf_text observed=2026-08-07T10:30:31.138766Z digest=sha256:ba04bc7e9075902d6945fac494469a661e75363e4110264075272964a1b599a9

Observation e47a494f-e2e1-4365-8205-5bb303c43c21 · outbound

This paper cites Reducing the dimensionality of data with neural networks,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Reducing the dimensionality of data with neural networks,

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:30:33.091065Z

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.

source=pdf_text observed=2026-08-07T10:30:31.232721Z digest=sha256:d4a24cec20ad8cd6d49d9387d79f18161ac6b977f84c1c23a99dd4b05ed9a713

Observation 232c16c1-d282-443b-aed7-ee66e0301729 · outbound

This paper cites Dimensionality reduction: A comparative review,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Dimensionality reduction: A comparative review,

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:30:33.064071Z

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.

source=pdf_text observed=2026-08-07T10:30:31.259800Z digest=sha256:31711afeba786b2944213a46ab761e6e0e5a35ea90947dd7f3f50d12339f60a1

Observation 12e4ff67-1660-4fa9-8853-9e47b9a66665 · outbound

This paper cites Autoencoders, unsupervised learning and deep architectures,.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Autoencoders, unsupervised learning and deep architectures,

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T10:30:33.005898Z

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.

source=pdf_text observed=2026-08-07T10:30:31.319870Z digest=sha256:74b2eb560add735dce6981c65704a8b166c8f11e08874c0099e1046e2a4b576e

Observation ea856758-4410-4574-9337-9c6aee902131 · outbound

This paper cites Radio Foundation Models: Pre-training Transformers for 5G-based Indoor Localization.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting Radio Foundation Models: Pre-training Transformers for 5G-based Indoor Localization

Reference 2024

Resolution
metadata mismatch
local_arxiv, observed 2026-08-07T10:30:32.862949Z

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.

source=pdf_text observed=2026-08-07T10:30:27.289158Z digest=sha256:04cbfa4e5c0f320c19dc1f5ea890f99827978735fcb6aa2ab3ce18d18ec0689b

Observation f89444b2-ca70-4af5-a02c-5c8650bbdde7 · outbound

This paper cites 6G WavesFM: A Foundation Model for Sensing, Communication, and Localization.

CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting 6G WavesFM: A Foundation Model for Sensing, Communication, and Localization

Reference 2025

Resolution
unresolved
no resolver link, observed 2026-08-07T10:30:27.998626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T10:30:27.998626Z digest=sha256:3617ada8f140a5e95fbab2332636b13efdb320c9d4442abeb7491eeb61d8ee0e

Pith citing papers

Observation 97decdc9-3e68-4ec3-a910-d5c69c7db49f · inbound

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

Towards channel foundation models (CFMs): Motivations, methodologies and opportunities CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting

Reference 65

Resolution
unresolved
no resolver link, observed 2026-08-06T16:24:47.355040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T16:24:47.355040Z digest=sha256:13b1e6c745e97238eb08603e68421e90d2ab2123d4c6d1fc98270d081dbd2522

Observation 3b32a7ac-0d17-4b34-909f-766161efc3d4 · inbound

RA-LWLM: Retrieval-Augmented In-Context Localization with Wireless Foundation Models cites this paper.

RA-LWLM: Retrieval-Augmented In-Context Localization with Wireless Foundation Models CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting

Reference 40

Resolution
verified exact
arxiv_id, observed 2026-07-02T00:36:24.382020Z

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.

source=pdf_text observed=2026-06-28T13:20:07.456957Z digest=sha256:5fab4de6c0a32fbd07d0aac1b3bec7066cd81d772338c9c98ee22bf0d2c84450

Observation d70e56d8-36aa-40eb-b87c-0ca77d84f5d1 · inbound

LatentWave: JEPA Pretraining for Wireless Foundation Models cites this paper.

LatentWave: JEPA Pretraining for Wireless Foundation Models CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-07-02T15:17:07.422908Z

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.

source=pdf_text observed=2026-06-28T00:05:03.362244Z digest=sha256:195be3064fdcc5c1c7d55916a147049c223160ed9d47605b786ec70a3b7cda5e

Observation cffed2e4-7557-4843-9b9c-e948e3cce70c · 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 CSI2Vec: Towards a Universal CSI Feature Representation for Positioning and Channel Charting

Reference 35

Resolution
verified exact
arxiv_id, observed 2026-07-04T20:30:08.625828Z

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.

source=pdf_text observed=2026-06-25T19:58:57.660578Z digest=sha256:2220578815b1d00d1fe491fe97d6495ed6ff3d1c3ac7afc9e493cf0e2217d328