Paper Citation Record · LEDGER

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

As of 8 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 2026-08-07T06:34:17.273281+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

Resolution: 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 2026-08-07T06:34:17.273281+00:00.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Resolution: 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 2026-08-07T06:34:17.273281+00:00.

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

Resolution: 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 2026-08-07T06:34:17.273281+00:00.

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

Resolution: verified fuzzy; 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 2026-08-07T06:34:17.273281+00:00.

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 2026-08-07T06:34:17.273281+00:00.

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: verified fuzzy; 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 2026-08-07T06:34:17.273281+00:00.

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 2026-08-07T06:34:17.273281+00:00.

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 2026-08-07T06:34:17.273281+00:00.

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 2026-08-07T06:34:17.273281+00:00.

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 2026-08-07T06:34:17.273281+00:00.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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 2026-08-07T06:34:17.273281+00:00.

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 2026-08-07T06:34:17.273281+00:00.

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: verified fuzzy; 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 2026-08-07T06:34:17.273281+00:00.

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 2026-08-07T06:34:17.273281+00:00.

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: verified fuzzy; 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 2026-08-07T06:34:17.273281+00:00.

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: verified fuzzy; 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 2026-08-07T06:34:17.273281+00:00.

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 2026-08-07T06:34:17.273281+00:00.

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: verified fuzzy; 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 2026-08-07T06:34:17.273281+00:00.

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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 2026-08-07T06:34:17.273281+00:00.

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 2026-08-07T06:34:17.273281+00:00.

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 2026-08-07T06:34:17.273281+00:00.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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 2026-08-07T06:34:17.273281+00:00.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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 2026-08-07T06:34:17.273281+00:00.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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.

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 2026-08-07T06:34:17.273281+00:00.

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 2026-08-07T06:34:17.273281+00:00.

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.

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 2026-08-07T06:34:17.273281+00:00.

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 2026-08-07T06:34:17.273281+00:00.

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 2026-08-07T06:34:17.273281+00:00.

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.

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 2026-08-07T06:34:17.273281+00:00.

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 2026-08-07T06:34:17.273281+00:00.

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 2026-08-07T06:34:17.273281+00:00.

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 2026-08-07T06:34:17.273281+00:00.

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.

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.

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 2026-08-07T06:34:17.273281+00:00.

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 2026-08-07T06:34:17.273281+00:00.

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 2026-08-07T06:34:17.273281+00:00.

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 2026-08-07T06:34:17.273281+00:00.

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 2026-08-07T06:34:17.273281+00:00.

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.

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 2026-08-07T06:34:17.273281+00:00.

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.

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 2026-08-07T06:34:17.273281+00:00.

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 2026-08-07T06:34:17.273281+00:00.

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 2026-08-07T06:34:17.273281+00:00.

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 2026-08-07T06:34:17.273281+00:00.

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 2026-08-07T06:34:17.273281+00:00.

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 2026-08-07T06:34:17.273281+00:00.

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 2026-08-07T06:34:17.273281+00:00.

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 2026-08-07T06:34:17.273281+00:00.

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 2026-08-07T06:34:17.273281+00:00.

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.

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.

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 2026-08-07T06:34:17.273281+00:00.

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 2026-08-07T06:34:17.273281+00:00.

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 2026-08-07T06:34:17.273281+00:00.